{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.special import hankel2\n",
    "from examples.seismic.acoustic import AcousticWaveSolver\n",
    "from examples.seismic import Model, RickerSource, Receiver\n",
    "from devito import set_log_level\n",
    "from devitobench import LinePlotter\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model with fixed time step value\n",
    "class ModelBench(Model):\n",
    "    \"\"\"\n",
    "    Physical model used for accuracy benchmarking.\n",
    "    The critical dt is made small enough to ignore\n",
    "    time discretization errors\n",
    "    \"\"\"\n",
    "\n",
    "    @property\n",
    "    def critical_dt(self):\n",
    "        \"\"\"Critical computational time step value.\"\"\"\n",
    "        return .1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Verification\n",
    "\n",
    "We compute the error between the numerical and reference solutions for varying spatial discretization order and grid spacing. We also compare the time to solution to the error for these parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Discretization order\n",
    "orders = (2, 4, 6, 8, 10)\n",
    "norder = len(orders)\n",
    "\n",
    "# Domain sizes and gird spacing\n",
    "shapes = ((201, 2.0), (161, 2.5), (101, 4.0))\n",
    "dx = [2.0, 2.5, 4.0]\n",
    "nshapes = len(shapes)\n",
    "\n",
    "# Number of time steps\n",
    "nt = 1501\n",
    "# Time axis\n",
    "time = np.linspace(0., 150., nt)\n",
    "# Source peak frequency\n",
    "f0 = .07"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fine grid model\n",
    "c0 = 1.5\n",
    "model = ModelBench(vp=c0, origin=(0., 0.), spacing=(.5, .5), shape=(801, 801), nbl=40, dtype=np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Source and receiver\n",
    "src = RickerSource(name='src', grid=model.grid, f0=f0, time=time)\n",
    "src.coordinates.data[0, :] = np.array(model.domain_size) * .5\n",
    "src.data[:] = 1e2*src.data[:] / (.5*c0)**2\n",
    "# Define receiver geometry (spread across x, just below surface)\n",
    "rec = Receiver(name='rec', grid=model.grid, ntime=nt, npoint=1)\n",
    "rec.coordinates.data[:, 0] = 260.\n",
    "rec.coordinates.data[:, 1] = 260."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reference solution for numerical convergence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GNUCompiler: compiled /var/folders/mx/qs0dn9rx7zn6dz2zvwv7tkk00000gn/T/devito-cjqed58a/7261032ccc57ff87dc245bd04b59bcf3be82b92b.c [1.09 s]\n",
      "=========================================================================================\n",
      "Section section_1<1499,1> with OI=0.62 computed in 0.001 s [0.06 GFlops/s]\n",
      "Section section_2<1499,1> with OI=0.77 computed in 0.082 s [0.00 GFlops/s]\n",
      "Section main<1499,861,861> with OI=2.86 computed in 6.601 s [12.12 GFlops/s, 0.17 GPts/s]\n",
      "=========================================================================================\n"
     ]
    }
   ],
   "source": [
    "solver = AcousticWaveSolver(model, source=src, receiver=rec, time_order=2, space_order=20)\n",
    "\n",
    "ref_rec, ref_u, _ = solver.forward()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analytical solution for comparison with the reference numerical solution\n",
    "\n",
    "The analytical solution of the 2D acoustic wave-equation with a source pulse is defined as:\n",
    "\n",
    "$$\n",
    "u_s(r, t) = \\frac{1}{2\\pi} \\int_{-\\infty}^{\\infty} \\{ -i \\pi H_0^{(2)}\\left(k r \\right) q(\\omega) e^{i\\omega t} d\\omega\\}\n",
    "$$\n",
    "\n",
    "$$\n",
    "r = \\sqrt{(x - x_{src})^2+(y - y_{src})^2}\n",
    "$$\n",
    "\n",
    "where $H_0^{(2)}$ is the Hankel function of the second kind, $F(\\omega)$ is the Fourier spectrum of the source time function at angular frequencies $\\omega$ and $k = \\frac{\\omega}{v}$ is the wavenumber.\n",
    "\n",
    "We look at the analytical and numerical solution at a single grid point. We ensure that this grid point is on-the-grid for all discretizations analyised in the further verification."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Source and receiver coordinates\n",
    "sx, sz = src.coordinates.data[0, :]\n",
    "rx, rz = rec.coordinates.data[0, :]\n",
    "\n",
    "# Define an Ricker wavelet shifted to zero lag for the Fourier transform\n",
    "def ricker(f, T, dt, t0):\n",
    "    t = np.linspace(-t0, T-t0, int(T/dt))\n",
    "    tt = (np.pi**2) * (f**2) * (t**2)\n",
    "    y = 1e2*(1.0 - 2.0 * tt) * np.exp(- tt)\n",
    "    return y\n",
    "\n",
    "def analytical(nt, model, time, **kwargs):\n",
    "    dt = kwargs.get('dt', model.critical_dt)\n",
    "    # Fourier constants\n",
    "    nf = int(nt/2 + 1)\n",
    "    fnyq = 1. / (2 * dt)\n",
    "    df = 1.0 / time[-1]\n",
    "    faxis = df * np.arange(nf)\n",
    "\n",
    "    rick= ricker(f0, time[-1], dt, 1.0/f0)\n",
    "\n",
    "    # Take the FOurier transform ofthe source time-function\n",
    "    R = np.fft.fft(rick/(c0**2))\n",
    "    R = R[0:nf]\n",
    "    nf = len(R)\n",
    "\n",
    "    # Compute the Hankel function and multiply by the source spectrum\n",
    "    U_a = np.zeros((nf), dtype=complex)\n",
    "    for a in range(1, nf-1):\n",
    "        k = 2 * np.pi * faxis[a] / c0\n",
    "        tmp = k * np.sqrt(((rx - sx))**2 + ((rz - sz))**2)\n",
    "        U_a[a] = -1j * np.pi * hankel2(0.0, tmp) * R[a]\n",
    "\n",
    "    # Do inverse fft on 0:dt:T and you have analytical solution\n",
    "    U_t = 1.0/(2.0 * np.pi) * np.real(np.fft.ifft(U_a[:], nt))\n",
    "    return np.real(U_t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "time1 = np.linspace(0.0, 3000., 30001)\n",
    "U_t = analytical(30001, model, time1, dt=time1[1] - time1[0])\n",
    "U_t = U_t[0:1501]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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DR/EhPHtJT7FCBlrTQ7cU5XFq6DV5LwOxztD7GDVKJMqr+Y/JyQPLZY0/nEwDlak38nb6\nNHR20oMeTJaB5TPKvZSAupXHMvBsBTmnAng79B0ygJzqatzV1biAAuDGuXO5cf58qCql46lbefXV\nRN59dyy7d49lzx45O2tG/OrB0OMTgI9AIA2Px4XH4yIrK7k/wD56NIwfr2dTqWmlasarTBc1MwJm\npG983k/oz/8cx5kzaNOuxfF/H0d7eDUceEdk/yxZMuC3ibUwq66ujm9+8yESEhJITk5m/U9+gv9U\nB3ffvag/4Lt8+XI0HHz724+ybNlX+fa3H+Gzn5054FjyfJctW8b7HzRw7bXTSE5OZtmyf2DFihVs\n3foiK1fez6lTp+jp6WHlylUXlPwvmTV8B4ML0c8/VqnH6j2RZB+r51Yyj1k2jnrcSAbAeNxI38NM\n3jGmZsrsHKnjNzaKbU1NvQjFXUo7aqZOGsIXzWLMmNFUVAgdv7ISbio6KQK1r7wC27ZxxuvlEHAE\n4d2qxBYNkvTkfQaC3DMM21NBuK2jRulJ/8aIZlqacF9VN9aqT4Lxx1NLleV06exZvTpNjYjL5P7O\nTmhp4Qy6kZPf/YzyOEB8RlB+9zwgH5gIpBYUwIIFMH8+lJXxlieb7duhvl4oaq2tJxD/oTTgoGda\nZYWOOJbx4xNFpmqhHh+Q2UPG1NFIGUIez3tcc801UdMuARwL70S79bM4Vq1ES0jE0dsDTz2Ftns3\nvPRy//tjafugblc/d6itHqxmHsNZC/Dee+9RVHRN2LYbbiijpqYm6ofY5B8FVt6yiqFo/tF0eCvy\nj1fjj3ReElbyjlHLb24WhH/smCB9kVXSjhBhpLQjCV9SbR65uYLwS0sF30xzfgDV1fDii/Rt20YL\n0IggfCnnREMqkBm6ycwYeUsFUjMzhUvqcglWysnRo5bGaielEKsvKSWskMrYHE79vcxgbM1grPtK\nSoKEnu7wAjJjdZuMlre06MGTpibO+P2cQQ9mqxlMfmILbLtCv1k+UIgIHCcsWAB33QXl5RwITOaV\nV8QEbPduaG4+gW6GpclJRPy3WUAmTmcWkyYJIzBunDAE6s8sf2KrwLAkf4loRiBaj59Ye/6YHc/q\n8yNtN76mwiyIPRwYCvnbsk8UDGdufTyINzYQLaNH3c8IK9KX8o709GV6ZmOj7ukHg8cJ14p7EamZ\nGUAuWVm5FBUJ7/6uu6CYg4JNVm2h6/XXOUo44UfyZJMQpJ6OIK+xyORPyE5OhiuvpJ99ZHRy3DhB\n/qEqpm5nRv/sJaxgt2VgHyBjAW+0Lp8DztdC69YNQQpJSdnh/XrSwanIJk4npAQ69GKzpiZSjx0j\nta0Nl5xyNTTAxx9zMhjsj38cRxjPLoRxMJ6uFOQagbcIGYJt2yjcto08YNqsWUxbvBjWVnCQYl58\ncTTbt4/G44H29maEFHQaPZbjJBDIoK5uHB7P2P6ZQGGhnjYqZwLyZhYTUGFWWBUxE8gCZoR8sfrz\nXEoVwDb5GxBJmlFh5dFHO64VIceSlXO+vX2zzB2Zi69KOx4PdHZKT19KAjJjJwuh549jxoxkKiuh\nvBzmlZ2EzZth82Z69u3DgyCe4wgdP9IvmIkUGMRNpjlmjholSL6oSGcZNS8xPZ2OntR+h7r9PaG4\nyO8qjZz8/pGarw0nrJrGycdqz52kJEhLyyArKwNnJmQWTCMj6Yz4g9T82ZYWshsbyfZ4wOvF39nZ\nn+56HF2I85ucTwD602N9iN+28PXXKXr9dZKuv57iJUv49oollJdnU10N27fnsmePC2H0m0NH1jOG\ngsHTNDVl4vdn0dUl/hZpaF0u/bdWs4NkTyFNE+2KVaheuVlVbjyzgFgfy2PJz4zU5M14rmavxSop\nXUjYso8BkchTxWA1/8GQv5VENFzevuxWcPp0uJ7f1CR45eOPhXP5/vuyGKsZXc8HIe24ABcTJoxm\n/nxB+H+7uE803HrjDdi0iXrgA3TCt4LU58ciNOo8QgZgzBi9mstA+H2usf3SlHSS1XY8sXb1lDB6\no9Eq9JOSoh/T+Hqs52Ds6Km2CZIZNpmZkNB2vN8Q0NgorHSo+qujtRU/eoaQNAaRJKIcxH8wGSgB\nWLoUZs6Eqir+a0sC1dUiRHP4sKwdaCP8mhCOgMORxZQpYlJ25ZXi7xs/PjwukJYGbW1CwpDkbzQC\nYC0FRWsJob4/lnRSq+NbnYMZYpGAoh0jGmzNfxgRqehJxYUm/8F4+9GyeIyBXJm5I+Udj0fcfD7Q\ntGYEZci8ExADPI/k5AncdpsovFqyBCZ6/yjSM3/2MxpbW/EhvHyf5S8m5JxMdLJ3AWOdTnHQ0lLh\nyZeUCMJ3uTjZk9Hf40Y2Q5Ppp0ailx0+I62CFWuPe7NlGKMhmnQU7R4GfgejQRgxQm9SJ3saZSeF\n5KLGRhHF9fmEiL9nD8cDAdrQjYEsiLOCGxEbcAOFY8bAsmUwZw6HCmazebMoun3tNQgGD4eOqF4j\n6cBYHI5c3G5ht2X7DTlJc7kABJHJ39jhMDcAEFtGUDwxAONj47HPV8B3qPKTTf7nEVZtD4aS7RMt\n0yeWoO5gvX2V9NWmau3twkn88EOd8A8fDqJTg6wIldLOVYwaNZrKSkH4Xyg/Dtu3w/r1HK+u5gjg\nAbxYpydKCceNCDy6gPRJk8S0QbYvCHn4J7tS+nsAqVXEZkRvJHkzaUUNxEI4qar3kR7HCisZyUjy\nxpXJjLEY42P5HjODoFbfyp492end+oygNtT+orqaroYG2hBxFx+6VGSGJKAAKEL8Z2PLy+Eb34DK\nSn5TPZbNm8Vl0Nl5AvgIvb+QjAMJEz9hQnK/Ibj6avF3T5r0HlOmXENSkiD9aEZgsLOAWAyB8flQ\nyd/qWEOFHfAdIqxI2biPFeEb3xNLVa/63CovP1bP3/gdzGBVkasmkkgHUWj6pxHyzjH0oqw0BPFP\n4pZbkqmogKoqmOz9Ayx7Bnbs4EAgwEGErGOmL4Pu4ecjDEA+kHT99YIJysr6Pf2+AtGzpqVGz4aU\nWZJqUBZ0AlQDiMZ+M1ZLHMbq9cPQPX+I7v0bs0XlMYx9lOT5ycey739ysm7YnU5RcOfzQXp6Cjk5\nxRQsLCahtFRsLCsjvaaGdI8H9759HEEQv0yxNf6HPYhZXBtCFiqurmZabS3MncsXVqygaN08Cgth\n9+7R7NqVATSgS4TtiJljkMOHc2lrS+v/L3t7YcIE/bvI3zlBuZzNYgHNzc3cc89ifrllC+NycuPy\n/KO1k5DHUJ+r24zbja/Jx0ePHmXlyvt5cetWy/ecD8MQDbbnT2zpnGDdg3ww5B+r936+vH2p63u9\nuqdfXw+trR0I/08G8UDKO6NGTaC0VHj6X1vWJwTfp57i+OuvcyD0Lq/Fb5eO8PALEIRfACTccosg\n/PLyfsI/mTQWny88tdSK7K1I3mpREjPCj7QwutXzoSCS7m+2hrBZzYVaeGfcbmY4jAvRqKmXbrfS\n9bS2VqTeejz07dqFF2EIvIj/tsviOxUg/ttpwNhZs2DVKpg/n5/+LIHNm8VhOzuNclAaYibgZsyY\nDEpK4DvfeY/CwmtISQn/zyLNAu69915++tN/Y/nXv86zzz4LDJwFWBkDCSvy79NEG4aEhIRBkb+Z\nMTFDrFlLZu2hbdlniIhFizciWlwgEjlHyucfLm9fJQOZ1SIDoUqCCPX1kvSDiCF+DJ300wA3yclu\nFi4UXv7nKvvgqafgiSdoaWnhbUQQ18zLT0KQwlhEUdFEIKW8HKZOFYRfVgYFBRw7m4HXK7R7NVhr\nRWAQ3j9GLl5i3A7nR9qJxxjEEwSORxKSr8nZHIQvbqNutzKcatD4iiuE9DJuZIe4OGpqhCGoq6O7\nuppDwCH0jCCzr5WJCA5PB3JycuChh2DVKn63PYGNG+HllyEY9IWOoF5j4wA3v/99I1dddQ0jR4pz\nTEkRt4SE/k4O/TMBhwNaWpq5+uqJBAIBRo4cyYcfHiI3ZxwweBnosPcjKitv58Ybb+Qvf/kLDz30\nTf7t3zZw7tw5rr76al54/nnS0kexb98+Vq1ayenTpxkxYgSv7dxJamoqD6/+P/zpT29w7tw5/vHe\ne/n617+O1+tl/oIF1NfVUT5jBj/72c8p+UwxADNnzeKJJ57kmmuu4f77VlD/7rsEg0EefXQtd955\nJxs3buSll/4fXV1d9Pb28sYbfwr7zW3ZZxAwErYZgVt521b7S5iR8VB1fuOx4yF+YxaPlH2lt9/e\nbszWkMU7VzF16mhuvhnuuw+KfX+AFS/TvX49NQhpoBFzIshGeIQTEfKAq6AA5s4VfRwKC6G0lCNt\nqbQ16umkxkWykpMHtgu2WqQ8FnlHvTc+Nnse62uRYFb8a/Z6T4/1vj09emsE+TwYFEFemSqp7iP/\nd/lc/qZGiUi+1tUl9j1xAnJyMnC5ppG/uFDMyhobSZk6laIdO3B5vbQg/lsvAwPEfkRbiQ4gv6WF\nsgceIKWxkc8tXEjB2nmMHg3/8z9u6upGIuIBcnZ5FOimr6+XM2dEumdKCv1LFBr/u4QE8dpjjz1G\nX58YB729vTz22GM8++yzqKmZKrnHKgM1NDSwceO/M6nwar7013/Nzh07SE1L5/v/93F+8IMf8PDq\n/8PixX/Dli2/5Ibry+jo6GDkyJH8/Oc/J/OKDPbt3cu5c+e4uaKCufNux+HQm8LdffffsPVXv6Tk\nO9+hubmZ5uZmri/7K/75n/+Z2bNn8/zzz+P3+7nhxhuZM2cOAG+//TbvvHOA7OzsaJdbXPjUev6x\nFlENlfyjBXljTee0OoYKY/qmugRgc7MI5kpvv7YW2tsDiEGopuhlAYWMH5/BkiWwciWM+2gvrFtH\n27ZtNCIaiR01+d5JhFeMTnQ6RbOekhJB+mVlHA1k92cVWRG+0buXywlGInsrHV8+V++N240YjK4/\nWJgtBAbW8pDRKBgNgllsQBoDuXymcVag/u4y514WRLtckOcMtd7YvVtcPK++yqFAIKwi28wByENI\nQYWAa8ECWLOGY1fdwNNPi5KPpqaO0BHEGgOvvjoal6sISCExMYHUVPpnAXLdgMREcTt+vJnJkyeG\nmgYKSO8/JycnYrDVTA4C+j3/2bNncejQYX77yjaqvvIV3G43AN3d3cwoL2flqn/iG99Yzu7d/xP2\nOXctWsSBAwdITU0F4NSpU2zY8G9MnjyZBQvmU1dXz8cff8ztt8/j3fp6nn76aY4fP873vvc9yq6/\nnkAg0C/rnDx5ku3bf8+f//xn3nzzTzz//Aum14nt+Q8BkaQdiXirbWP9TCN5q2QfzTAYoU71g0Fd\nQpFetccjxq3XCw0NAcTUW7ZiADH9vopJk3KpqhIVudObfwsL19FVXc1eoB7zdMBMhIefh5j2Z5SW\nwvXXw2c/CzNm0FcwUcw0asT5qAuYw8C2B8aF1VWiHzEi/D3xpmpCZHJXtf8LgeRkXY5RIc9RGgd1\nhiARKUVUlXnOnRPyjjHor84K5K09tNaL7NvkdEJOTjZu9zyK1s4jwXsI/vqvmfinPzFx3z5Kamv5\nAOEMHCJc/pNppNlAybZt3LBtG+PKy/mXNWu4667Ps317Bhs3TqehoRnhhGiIYsFeensT6exMobs7\ngREj9JlNUpL4zVSvX0L1/q0KtKK1ewC9HXOfBnPnzuUX//VfYe85UFdv+l9qmsaPf/Qjbr/99v5j\nA3i93v7PvvLKKxk9ejQHDhzgl7/6FRvWr+9/73+/+CKTpxSFnduf//xnUlPTTD9vqPhUkX8kaScS\nscZb8GWl85tp/HKfSNvUY0aTeeTAbm/X2ytLeae2FlpbJfEfQ/f2RUvlqVPHsmwZ3L/sDLz4Ijz6\nKAe9XhqBg8reKtwIz64IyElOhoULYc6c/kDuB94U2qpFwdipU+Zevkr4xr4vqswTifDjJfvBkPxQ\nAr+RtH+rcwkGIxsqKeOohkGVd6TsIw2MnBXI31WNB8lrR75XlYXk9eT3g8s1kcmL3KJKq6yMjJ07\nKXv5ZVqCQTIwr+c4CexFBIwLq6spXrGC6d85wfRVd5GensrPfpZLXV0iIrsMRGaZIMBz51Lo7dWv\n+eRkofVv2vQC3crqXSA8840bX+CRRx4RMQd0creSfiKlfc4ov5EVK/6RhsYPmVR4NV2nz/Dxxx9T\nNGUyzc3N1OzbS9n1N9DZ2cnIkSOZN+921m/YwOzZs0lOTqbhg/e58sorB8ww7r77b/j+E09w6tQp\npk67FtC4fd48fvTjZ3jmxz9J13rXAAAgAElEQVQCh4P9+/dz3XXX9Z/j+cCnivwvBZhlBsWa0WMl\n80hClS2Wpdemevt1db2ICXo7+lJ+acBEpk4dy8yZ8OCDkL/zebj6W/haWtiLIH0jb6Ug9Pw8oBgY\nO2mS6NRWWgoVFZzMnCiKxXaGe/pm8oKR8M0CuZHSMo2PjWQZjeSHM5NnuD5H/q9m526cKSQmhs8O\nrGYG6mM1MJyerl8/RkOgzga6ukRMwOmExsYU3O5bcd91K9lz5sD8+eTU1pLzyisUNzRwEOHxexF+\nPAjH4W2EZOjxernhy1/G/fDD3P+977Hwlb/nySfHkpx8AlEPcA599YNeenqS6OhIIRh0kJIC//qv\nA71+CdX7l4hkAGBgIFhizJgxbHzhBf72b+/hXKgPyGOPrWPK5En8cssW7rv/fs6ePcvIkSPZsWMn\ny5Yt4yPvYab/1V+haRpjxozh5ZdeGnCOd911F6tWrWTNmkf6tz3yyCOsXPVPTLv2Wvr6+pgwYQKv\nbNtm+h2HC58azT+aRh8tTz7SMaJ5/tE8/Vgrd1UYPX1J/E1Notvme+/BO+8IqTYYFL3YBel3IyUe\np9NNVZVIypjYthfWrOHIjh1Uoyd7qhB1msLLLwFSJ03SPf2KCo51pvL++3ozSqO0o8o5VoRvlHnA\nmvRjJfrhCNYON6JlAcX7PqN0ZFZVbJU6qhK90RCo8pD8DNl3SDZHnTIFxo06I2ICO3fCyy9zpqGB\nekShn6wLVyGSPKEcyJ87F9ato27kKDIyrqGtDTRNLnHTi1gyJxFIweFIYsmS6/B4ai1/o2uvLeXt\nt/dHLAwbbCVwtL48sVT1xnJOsR7jktT8HQ7H88B84LimaSWhbdnALxGOoxe4W9O0docIhz8NfA7R\nbqRK07S3h+tczIK1sRRcyedmiDXP3/g8nspdKxgHrgzqNjWJoG5TkyD+/ftlap3syy4LtSZSVJTL\n3LmwejXkvfQsbN5MY0jb/8DkM7MRer6bUJ+XRYtEquacOXSXTKe+Xo8v+P3WgUQZuDN6/sasHjAn\n/eEm/Avl+cfzuZEMg1VGkPo7RJKL1NmBKhvJ/0vdJgOtcpEs1TDIa0+2/M7JSaVk5jxSQs2GUmtq\nuGHrVlIRjsQHhMeLOtBnlTfs2EFhZydJTz9N7hSRxtnRkRIKSss10HqBbjStj82b95OaKpbrTUkR\n55iSogeDExP1TKFI7SHiSQGFgUs5yveqsHotUp2AWWGY2WtDbQVhxPm89DcCzwD/oWxbDbymadrj\nDodjdej5w8AdwKTQ7UZgfej+E4vB5vKbvVdClXnU3H01qLt/vyzckpk8x9FX0LoKyGfp0kRWr4bi\nwNtQtRrvjh14EFNyY6Mv2VytBCjMzBS9dkLefrd7opCVXtEzd86e1Ylo1Khwglefm3n5VkFblcjM\nyD4WAr9YJD8YWJ2r0SiY7Sc1fjNIiUg1AMaZwMiR5rOBzs7w1FH5enNz+KI+BQXTKVk1nRTfIZgz\nh5KXX6Zkzx4K/X7q0ZvKSXyAMA7Tqqu58uRJUrwfkH/llZwdk0ZLSwonTiQTvtBlL5rWx+nTIhaQ\nkiK+U1+f7kBo2sCaAAmzQPBgKoHVY31Scd6GhKZpbzocjgLD5juBmaHH/w68gSD/O4H/0IQGVe1w\nODIdDkeuJrqJfeJgVkNgJPjBEL+8yRTOzk7RcdPj0b19IfPIUpx29Jz9Yior01iwAO5deBRWraJn\n61beRGixxml5Ono3xwIgYdEiuPNOuO46OtzF1NdDW73ea0d6+WorYllEpHr+sco6kQg/GpGfT6If\nzLEHK/HE8tnRDIKVMTAaAnkvj6fWDAQC4rkaWzJmC8m4gEzjdbkmUrL4a2RUVMD+/RT++tdM3LoV\nL/R3d5XX3BmgGuEBdnR0MKqjg5FZWUwYP560tBT8/hF0dCQhIgd6LCAQSOHcuWR6e8V3SUkR56lp\n4bMACaMRiGYA1P3MYgLnKxB7oXCh/aFxCqG3IEr7AK4EmpT9fKFtnzjyj5SXLxEpoycWfV96+7Lz\n5v79Qu5paDiN3kzrNFLiycrKZcUK+O7aPpFg/ZmVvOX304hIz1ORit60qxREG9+yMpg/n2NpoteO\n91UR/FODuJL0VT1fJXv1HgYS/mDJfjiI/nzPCgYT7B3KsdVjRPpsGTyWv71xRqDKQyr5y8eykEyd\nCUgjINd1LigopmBOMeNmzCChooKJNTVM3LSJWuhv/idnm319fXQiqN3Z3k56Rwdjx49n7KTRfHw0\nkePH0+jtVWcBGprWw+nTKfT0JIYVvckCQRAzALM20UbZJ5LUIxGtGdyFhKZplrJWLLhok2FN0zSH\nwxH3r+ZwOL4GfA0gPz8/pvdE8rohcrVvLLEAdR+rlE65f6SUTzOoxC+bsamtlz0eePddaGqS7RlO\nILpvjkRU6OZSWQlr1iAE/uee4y2/nxoG5uynI7J3pgFup1MQ/113QUkJR3ry8LwT3m9HEr/q1Zt5\n+0Zpx8rLvxCkf6nLP7F497Eew+x9xtfkb24WJzCmjKqzBPn/dnXpz2W9lQwMnzghyPjUKSgqmkj+\nXXeJFGCnk9JNm3AFAiQhtP8u4FRjI6ezsyEpSSwC2ttLelMTBALk5rnRNDh1KiWURHAOPSXUwblz\nDjQtYYDcI8kxUoM4GBh0NUo80V6PpQGcVZ+faH2GzJ5rmsaJEycYMcI58MvEiAs9FI5JOcfhcOSi\ny38fA+OV/dyhbQOgadpPgZ+CyPYZyslYedpmiLaflQEZasWuGtRtbRUDSnbfbGwUMk9npyR9uept\nFjCVRYucrF0LxV17oWIF9aEVtIwlKqJtmyD90uRk0cSnvBwqKzkUyMPXKPRcNZCrevZyjXNjUNfM\n048m61iRc7ykfamTfDyINQYQ7X1WMwIzacgoC5nNBILBcM9fXZu+p0fIkupMtaAgD3dhHhPXlkB5\nOe7qatwbN5IXDHIAeHftWli7lisKC/vZOgVIOnaMlA8+gOxsehNGcOYMnDkjC8IkBSQACTgcSYwY\noQesZVWwVQxAIp6KYLP9rJ6bIVpGj9msY4AxcMCIEU6uvNJteaxouNBD5DfAl4HHQ/e/VravcDgc\nWxCB3lPDoffHkuVzvqp31ceDTeWUA0pW63q94dp+YyNoWiNCHZNB3QlkZbmFzLP6DCxfTt+mTexE\naPvGQi03gvQnAq5bbhEtO+fPpyM9r7/lu9R4pac/apTu3ctVpYyZPGZe/vkk/MuJ7GNFJHKPtn+s\n0hCI/80sS0gajREj9Gtg5Eh9nQU5G5DZQV1doaLDgjxK7/p7MioroayM0s2bce/axaH2dg6sXEm1\n4fOdiGZxc4CEpUthwwa+/XgqzzwD7e0+4DD69Z+Lw1FIYaFQK6+9Fq65Rl/x7IorwuNSRliNz1jH\ncSRnzvgZ0WAVB4zHaY2E8zZkHA7HLxDBXZfD4fABjyJI/1cOh+OrCHH67tDuv0OkeTYiJMCvDOWz\n1R/XyiMf7tz+WKUe43ujZfScPi101KYmQfayWle0aDgWup1FXPhuJk1yM39+SOZ5cDVtoeUTawkn\n/gSEt1+KGFgJs2bB4sWwcCGHusbiDTV+k94+6Hn5cpEQI/mrcgCYe/rDSfqfRsKPBCtyj7SvVcBY\nnQ1YpY6qht1YfW00Lmpw2OsV9wUFeUxcuBAAV1IS2a+/3j8ajqKv6xxAXL8pQMmmTbgyM1nz5I/o\n6oJXXnHT0BBE0MlZ4BialkxDwzicTifp6eK6PXtWN2IS6nUqEQuxW8Xs5DaJWLlDRaR4oRmvDcUI\nXJZFXmY/upVVjmZFo/2BkWIH8Xr8Zhk9sud+fb0I7L7/Phw+3IHwdjoQHo8LcDN37mjWroWbMg/C\nV79KfXU1uxm4Xq4L3dt3T53aL/OcKb2Jmppwb19CkryasmkM6EL4gIrH07cJ//wh1piB2X7qNrWQ\nTG0tLa8TNQNI3jo79WKxLiWlTMaGCgqEh55a+5ZoIb1xI766Og4hUo/bCEcOUAGUlJfDz3/OW/5i\n1q6FHTtkIWMbwkxkABOYMCGjf2G4khJxn5kpbtKBUY2WRCwzABWx8IFxXzNYvd8qNmh2rIte5HWx\nEGslr7rN+H6rP8fMqlv96YMlfrOMnvp6MS6qq2Uap2yHC+AmN3cKlZXw5JOQ/fg3YcMG/tjZyV7C\nvX0nQuaZDhTn5IgWy0uW0DdnnogjbNfbMUiJRw6QtDRr0reSd4aD8G2yHzpilYfMZg6Rfn8ZF1AN\nvto7SE0R7ezUX+/q0uMBMoGhpOQmClfdREJJCe7Nm3Hv2IErtF6ED/06bgFeAY5XVzO7vJybli9n\ny5bv8+CDo9m+fTTNze+jG4FuDh++ikBgLIWF+hjLyQlPaY00AzDO5COlaPeF9jIb41a8FGnmEGmb\n1fvjwWU3tKL9ELFYaCvdzmrmIJ8bp2XxSj1qVo8snJEZPR4PBINyEfUO5Fq6yclTWLJEOO/ZG39A\n4IknqGWgzJOCyOSZCBRnZsJXvgI330zfnHns2yfqBSTxg078qrcfLYsHho/4LxXSPx/nMVx5/4NF\npGwgdR8zSUjNErKSg9S1B9TPAzELAH0WEAiI6w6EvHn9nHkkBIPgdlO8fj19fj8ZiCQFtU9QLZDa\n2UnpE0+QnZPDgw/+b1wueOqpKQSDAfSOtc00Nzvp6cno9/ZlBpNRnpSGS2IwEpB8rL6mbjNut9rP\njNSHQ+dXcYkMsfOPWIO9sVhr4+tWXkC8Uo+6dGFjo56/X10NnZ0foftAKUAhubm5rFkD91YcgKee\nwffcc/wR0TdDPfNshLd/A5Byyy3CUixcyNFANrXbhYFRq3PVLJ5o3n48pH+pefoXy8DE8rkXwkBE\nMwKRZgJWxWNqMNhIqsZZgCoN9fSIa//ECSi97vPkzZgBhYWUbNzI5F27yEYkLMj05A7gD4hisdkP\nPECxx8P3V6ygoGAa69ZdS3NzM/pqw720to7mjTeuIhAQC8bLc1SXtDSmIEN0A2AV64vVCZXvNXus\nYriCvCoua/K3ys0fTHqnlf42HMSvTn+lt68sp0owqGb0pAHFLFokFlv5Ar+BiiXUd3byJuGl80no\n2n5JTg584xtQUcGZ8tnU1IjS/GPHdNIfOVJ4RjJ10xjMjYX0L0Uv/1KZRcSDwaZ3DvWzohmCWOQg\n+bqxNkCVgmQQ9vRpPTuovV03Brm52ZQt/ntSCwpI2b2bivXryWxp6Y8F9CAcnEOIGoFbn3uOki1b\nuHfzZtwbvsDmzbls3ZqGqCJoA07T2RnkjTcKaWnRYxZuJVNSXu/G7xeLBGSUg4w8oHJEPCRuZgwu\n+WyfiwGrHwqsC7FiOYZELPq+2f7GxxJmxVuy/75sxywyXtsQmQyiF+KMGRmsWAG3ug7C4jXs7ezk\nIOHED6I9wzSgYNQoUbC1cCHdRdOoqdbz9iXxy8ydWL394fD0zycpfxIJPxbEk9EzlOPHagTktkg9\nhSCc+I3HAl0GOntWOCRSHiqvmC2axXV1UbJhA+mdnQQQlC5xHKgBznR2csOaNXxhSyGZK4rx+TLY\ns8eNSI44C7QRDKZRX5/bH/Q1SkDyXI3Xj5VDJxEpDiAfxxsAjiQjRYtdxoLLdIgIxBLghcEFea0y\nAKwCvSrMPH7ZmE3m7+/Z04s+bT0NuHA4pnP77fD00zB5y3fhhz/kj34/b0FYz30nIoWzHMj84hfh\nttvgnns44MvGt1MYF9mPRy3Okimc6el6L30rb3+wpH++SPlyJftIiDfPf7DHjqVSOJIcZDYLSEwM\nX5lLlYGM6wu73dOYtno1XHUVBa+9RuZLL5FBeFzLixBFu+rqmH3zzdz6T//Exo3fZuVKN9u3p6AH\ngQ+haR3s2lVIT08ihYX6ebpcA887mgQUbdwPd/DXeNyh4LIbMsYfJlaLGOuPafxzhoP4pbcvl0k9\nfDgINCB8ml5gHE7ntTzyCCxfDtlr7uXI+vXUInRQFRNDt5uAhPvug6oq+kqnU10tjIrq7UsPPzNz\nYLWu6u2Dubd/MUn/00j20XC+jEGk2UA8RkC+rsYCZO69nBn4/bohkDJQWxt0dWVT/o1/JGHGDDLd\nbub9+MekI2Qf2Z+qB3gT6PL7KX30USa3tPCf//kTVqwYy0svjSUQeAdhAJqBXvbsmURLi36SqgQE\nsUtAsRoAKwyGe4znMxhclkMoFsKPdQoWi9Y/VOKXrRoE8Z9Ab3ybCIxlzJiprF0L95btheVP4tm6\nlT8yUOYpQXj77pwcWLECli7lg0A+jdsHevtS35SevlXXzUuJ9G3Cjw/DLRENxgioUFcdU/sFJSfr\nXn9Skl5j0tUVPgvw+6GwcDqTH3SRMG4cFc88Q0FLC6mEtyyR6aGz16+nqK2NzVt+xYYNsHbttbS2\n1iFaoQgDcPhwHjAaEMc34nwYgEgcE6vjamv+BsRjcWPV/I3TNSutP1oQRk3nNDZoa2wUks/hwwEE\n8curcCwwkcWL4d5l3bBwLW2vvkoN4cSfgOjCWQK4i4rgjjtgwQKOkI/HIz0nsa+ZzGNVsHWpEL9N\n+kNHLOmd8RwrUkzAKh5gTA2VHr6qt6swjpmWlpBGX5pP/oIFcOIE7ldfpcTjoQvRJVSOXhkHcG3d\niuva73HvQw/h8aTw4x9PQjhVzchxdvhwGi6XOAmZDhotDVRFJAMAkZtCyvebIRp/xZvAYsRlNaxi\nDYhEyrONdOxYiN/sDzFL51Q1fuHxB9ClHoBcxo8vZvFi+P7qkzBnITW7dnEAcZFLyL4nRUD+LbcI\nj7+igoP+POr2iOCZsaAlLQ2yssLbLxuDuheb9G3CPz8YrtnAcM0C1JoAed3Ja1E+lrMCv1+fDXRN\nnUbxgw9CeTlFzzxD6q5deAjvX9WIaBpWuWYNeb//PT96+WWczmy2bCmmqQmEARDjbd++SbS1hVsh\nGQMwSwM1ev+RDEA05zCSt2/FW8bHdsDXgFiCuNFeizXIK/eNJPVI/VKueqQTvyr1pACjmTChmCef\nhC+VH4XbPs9btbW8SXjhVgZQhih3T1iwAFasoKN8Hu+9J9pAtLWFV+pKj0bV+NVMB3kfKaBrRco2\n4X/yMByGINIxzIyAVUBYfaz2CZKSkJwtnz0rChLPnYPOKXlcU3k3GZmZ5D/zDO5t23AiPH5Z/34E\nURFcsmsXN912G9//7W8pL8/jwQeLOXwYhAQkDIAqAYFoBSHPyawS2DjuBxP8le83Q6yGYLC4rIZb\nLMQd7X1mMwajvhcppdQMVpW7jY0yuKtKPaOBKSxeDF8qOwLrHudQbS0HCCf+TKAQkcqZcM89UFkJ\nM2dSXyOawPn9ur4v0ziNEo+xNQNcHOK3Sf/iYzhkISs5SN2uPpbXmWwdLV9XZSBZVS7PLSlJGADZ\n86q3F26aORNaWkhIT2faL35BB8LrlyNKNonLqa1l4rp1fGn1amoW5/Ov/zoFeJ9wCSiDnJxkcnLC\nx408N6tr1czxi+Q4qoiV1IdD6lFx2Q27WInZKuXTuM9QA7xqcFdW7tbWCslHpHOGSz0TJgip51+W\nHYLbP0+jx8MfCNf4XYjAbjGQ+g//AMuX010ynd27xfHNArtSy1RX2RqOoO5QiNsm/UsPQzUCsRoA\n+RnyejPKQOp1qWadyfYjcgZw6hQEAilULP47UkpKyExPZ/Zzz5GDWBpSNoZrAbYD89avp/D11/mX\n3/4WmMiWLXIGICWgRPbsmUJSUmJ/5lFSkhg/EsY6gHgCwEbOAOsCsEjy9GAyGo24rIZfNPKO5X3x\nBnijEb/0UlpahLe/f7+o3K2vB+Gf6Fk948eHpJ6yI3D753nT4xnQ2TAHQfylBQXwxS/CsmV8kFSM\n9w1B/HJwyF48RqnHbAqrevs26duAoRkBq/fGEgsw7gu6DAR6RpCMBXR1CUdKtIiezuRVq0hNT6fs\npZdI8nqpRu9qexxhAKZ5PNz6+c/zL7//PWVl+axaJWMAx5HjcffuKfj9etzB7Q53kgZrAMA8AGzG\nI7EqGYPV/Ie3WcRFRl//zxiuv6l/jNnN+B4zmSfezJ6eHr18XSX/Dz8UF6teuduLkHpEVs+Xyo/C\n44/TaEH8smqXRYtg/nxO5hT39/mXxC8JfsSI6KmcRplHxXATf6Rps41LE0P5z+K9fuSqW+r1aVwe\nVM5ejbMBKaOezCmG+fNh0SKmIcaLGsZtQ7SHaPR44PHH+VL5URYvBlEdMxoxHtvQtGY8HjFefT4x\nfv1+MZ5l+mkkwxiL5x+Nf6x4yvge2/MPwWhBYwmmWGlwkTx/4+sSaoD31ClRqCJz+T0e2ZZZrdwd\nx5gxU/Wsnts+z6HaWv5AOPHnIQK7xQCPPALLlnFsRD5/3h1O/HKgSJnHivgjyTzng/RtfLIx2JlA\nLLMAMxkIdAnIrEOo3E/NBJLrCdx442zGFRaS4HQy+7HHSEA0gDsaOkYboilcwvr1TNyzh++/9hqB\nQDZbtkyltfUdxAJJHxEMnqa6uhCnU1+rODFRP8/BBIDV1+XjSMqDCqvnNvkzuN4X0Yg/ngi9Svwy\npbOpSe/H7/HI7pzNiF4jLpzOa1m7NpTHP2chb4WCu6rG30/8U6fCwoWwfDlvt+T1VwbLil2jzKOu\nrRvJ249G/Dbp25A4H0YgWjYQDHRcVK9fZgJ1dqqrhOUzfflyAGY+9hhjgd3oBuA4wgBMq63lpoUL\n+dHOnRQVpfDAA9cSCLyNMBFBOjuTqa6+ql//V9c2llKq+v0kjI6hVfwwVv1fvmb1eDAG4LIbnpF0\nNSurarbdzFqr243vM1bvtraKC1G2ZhYefzOi9rAbyMDhmM4jj4QqdxeupWbXrgHpnHLlouKpU+Hh\nh2HWLN5uyaO+Xm/VIAk+PV2/IGWDNnX6fKG8fZv0L38MxQjEOwtQ8/2NWru62pyMsclqdsgTBiAp\nieIXX4S6Ot5EjwG0IHJ8UnbtomzhQu5duxb/IzewZs10NK0aMTP30dqagt+fS1qa+Pze3nADZDYD\nMAvuxuJYWun/kfjMSt2IhstqmJpZV/U1MJ8qGfcz0/nNjm+ESv4nTgiv3+cTOfdiBa7jCGpPA9zc\nfrvo1cPyJ2l79dUB6ZxS4y8G4fHPmsWRnrwBHTlVTVQ+Vgu3VNjEb2M4YZXdM5j3WM0C5PKRaqB3\n5Ei9VYRcoAX0WBsI58vlyiO/shJ6eiiuqwsjfhDj7QBQ8OqruNLTWb7hV+zaBdu3uxGO2mngOMFg\nIu+/P5bx40XMITMz3LkyXvdWBsCM+GNxRM32s2UfBbFMhcysZSSLahbgNdP5jR06GxvhnXeE5CPW\n3JVLL4o1tWbMyODpp0WTNs/WrdQQXrkr0zmnAbKjm5XUc8UVYjCo65KqGj9YZ/QMl8xjk/6nF4OZ\nBQxFBrJqvyxJXxaD+XyhncpuIH+56No287HHyEZIQDKmdgSRBVS2dStFrnt5+umfUFXlZs+eDEA2\ng+vm8GEn1dUZdHXps231/K0ygNTHsWT+qO9XYbWfLfuEEKu2b9zXStaJNr1SM3vUrJ76elHB29AQ\nQF9sPREoZNEi0Y9/8pbvcmT9+gFN2jJR0jkXLYJlyyylniuu0Fs1SM9fkr8xsBtLGqdN/DYGi+Ga\nBZjVBBghDYCRfCVUCQigrSCP6cuWkRAIULp1Kz1eL7vRC8EaESM0df16Jufk8Pjj3+aZZzLYurUQ\nUQjWARymrm4KgYCzP76mtqiW52ql/xsNAAzkG6tAsHzd7PFgZZ/LLtUzWpqU1Q9s/HOMiKTz9/SE\nys07dfJvbBQ3kTkgi82zyM3NZcmS0EIsP/whtYQTfwaicrcYRB5/ZSXHRuSbSj3p6boRGDEifApq\nltGjwiZ+G+cDw3UNmW0zxgDUm0z/VAsbk5PFeJHdc4+NyBeV8F/8IsWIcZahHP84Yo0AfvhDbnUd\nZMkSyM3NBbJCe3QAx/rHtkwB7ewU41/lA4lIjqMx8Cv3M3KSyk1W3DYYXFZDN1ogxQxWAV0rK22E\n2rPn44/1xdZrakDTGhHk3w24SU6ewpo1oaUXF6/hj35/WD9+J6JXzzRClbvLlnEyp7g/nTMeqSee\n4K5N+jaGE8MlA0WKAcjKX3V/1cmR17/MBAoE4M9/hoqK2WTn5JDa1UXFc8+RAbyFHmt7G0j3+5m9\neDFfWLcO35ovsGrVtQSD7yNiAD40LUhNTSGZmeK46en6zFo6ZSqs4ohm/GKMDxiPI2GlTsSDy2oI\nG1OkIk2Hhkvnl2mdLS2C9Pfvh3ffhc5OH3pK5zhyc6ewZElosfWKJezt7OQt5XgJiO6cFYR69Sxf\nzgdJxTRW68Qfj9RzvvR9m/RtxIrBGgGzvP5ILZWjSUBqDKC6GgoLi5m8fDmZXV1U/OIXBBCtICRb\nvAWk19Vxw5Il3Lt7N95V09i8eQrNzQGEM9dMZ6eTmho3Z8+GJ1rIDqBD0f+t+MsqHjBYz/+ykn2i\nST2RNDUrQxFJ55d9xtWc/g8/hKamIKJbYDciwOumshKqqoBnnqE+tOauOibyEW2ZExYsgMpKukum\n4/UKoxIIhGf1mEk9Ro8fYsvoiQc28dsYDIb72lMfqy2gzSQgOWZkd9CWFiEBdZdMh8pKEhYsEO3Q\nlc/qQawRXN/ZCc88Q1WVUIvAjRjP3cAJmpqCofGu9+6Si9FbVQDHwjORpB8rCWgwuOyGc6wBX7No\neyxyj5H4Jel7PCK7p6FB5AaLDAFB/HPnjubJJyF74w/wPfccbxKu85eEbv39+GfO7G/SJvOY1fV1\nI0k9tsdv41JEPMHgWDOBjFC9fbO20dJRk/2BZi9eDDk55Pv9lO/aRTr6imBe4AyQ+dxzFBcV8eST\n/xufbzQ7dlyFuh5wQ4MblyuNrCxhdOR5mI2/aPIPxF79OxwB38tqSKuEbfaailiye8zeB+E6v/T2\n9+8XOr9I6TwR2nMCkya5WbsWsh//JoEnnhiQ2TOR0NKLRUX9/fjra8KJ31jAdSGlHpv0bQwX4pWB\nYskEMmsJoX6GvJceucFgWUEAACAASURBVBy7jY3gdKZQUj6PjBV+ilpbSfd4OIO+JvBx4I/A3Q88\nQHZLC2vXfh+vdwINDcmIDCCxxnZNTTFXXKFr/erYtNL/1ceRsn9UxMptseKyk31inSbFmt2jQnr8\nwaCu9R87JgyA1ysLudoROn8GWVlu5s+HmzIPwoYN1CI8CgkngvzdOTli6cWKCt57TxxPLruoevfR\n1tiV+5s9jrTNCjbx2zgfGOo1GE0CUm9mYwfE+GpqgvfeAyoq4I47cOfkMJHwRnBeQhlAGzZwU+ZB\n5s+HrCw3Ik/oLNBOMHgcr1cc79gxfXYRDMYn/xizf2KVsS85z9/hcIwH/gMYB2jATzVNe9rhcGQD\nvwQKEL/t3ZqmtTscDgfwNPA5xIyrStO0t82ObYV4PX+jAYhF7lEbtvl84uJ55x3weALoFYEjgams\nWAFr1gCf/Sp/7OykFsLOrhS4CYTUs2ABB/15vP++vhDLqFF6EMnYq8f2+G18khGvDBSPBGTMAjLu\nEwiI9Mxjx0SK5qhReRRXVcHo0dy0Zg1diAAwiPH6FnCms5PZX/0qj/9pD+np8NhjU4F9yBYQHk8G\nWVnCbMixGqkBXDzyj8QnyfPvAR7QNK0YoWz8o8PhKAZWA69pmjYJeC30HOAOYFLo9jVgfbwfaKbr\nR7KiZn+A+t6wL2PQ+WVa5zvvCMlHyD3tiNYNE1i0yMl3V58h5cH7qa+uZi96tn8SIo+/HEi47z5Y\nupQjmdOoqxPHlpk96eniIpL30hgMJrhrE7+NSw3newagtj1Rx5Gsj5E1AHV1cCRzGixdSsJ99/Uv\nlCQP2QHsBeqrq0l58H6+u/oMixY5gQmI8d4OfMT+/dIRFPzQ1hYeAFZh5BorTrLy/FVccp6/JhrW\nN4cedzocjveAK4E7gZmh3f4deAN4OLT9PzRN04Bqh8OR6XA4ckPHiQmRfhQrzz9SOpWEWRWvbNNc\nUwPBoA99UZaJTJ2ay9q1wPLltG3axG7Ce/ZMC90yv/hFqKrig0A+Ho/wRNQVuNSbcZF1q8rdoebw\n28Rv40JiqIFgsxmArAOA8CCw7AUkCRnEmD52TKyuFyjKZ3JVFZk+Hze89BJO6K/DCSBaQuT8+Me4\n/H7Wrv0PPB43dXWJSP0/EEijpsaNy6Uv/q6unmeWrmrm4VvJ0ZH4bDC4IJq/w+EoAK4D/gyMUwi9\nBSELgTAMTcrbfKFtMSOSpTRLi4pF7oGBC7Ooi7AHgyfQ0zrTyMrKpbISirv20rdpE/XoTaQAshE6\nf8GoUXDbbfSVTqexURxTThPNtEpjBgFEXgh7MLCJ38bFwHBft2bjwmo8JSeLcSf7cfWVTofbbqNg\n1CgmIsarRAsiG6hv0yaKu/ZSWQlZWbkI71+kfwaDJ/r7b8n0T3UBGBXRsgzla9H47JLz/CUcDkc6\n8N/AKk3TOoS0L6BpmuZwOLQ4j/c1hCxEfn5+2GuxWkrjtCoS1PYNfj80N4tpXX091NX1ImxUO7Jh\nW7/OX7GCnYSCRSGkIAq5SnJyYOlSuOceqqvVFrTh6Zwyu0fNHgBznX8oUo9N+jYuNuLJBIoUAzDL\nAJIw670vK4D9fvG+6mq46Z574KOPKNm0CX9LC28iqB2E/NMNzFuxgnW79+J0wmOPFSPmCO0A1NVl\nkpMjph4yCygpydr7VxEp8/AT5fk7HI5kBPH/p6Zp/y+0+ZjD4cgNvZ6Lnvn4MTBeebs7tC0Mmqb9\nVNO0Mk3TysaMGTPgM2OxlMYfNlqQV+r8LS0irbO+XkwTRT/AdsTSb24qK9P47to+UtZ8k/p9+3gb\nEbkGkUFQAtwA8I1vwJIlHPBl9y+4DuFL1ZmtwJWYqBO/zGYAm/htXD4YynWrjgfp1asZQGZLQspx\nBmIcNjbCAV82LFkC3/gGNyDGrVSPziBovn7fPlLWfJPvru2jslK0aBc80A4cobZW8MSHHwresNL/\nzQK8ZjGAWJSMeHHeyD+UvfNz4D1N036gvPQb4Muhx18Gfq1s/zuHQDlwKh69XyIS4Vvp/up7Vah5\nwdI7kHp/a2sA8Ud3Iy6NfBYsADZvhueew0O4zu9GyD0pt9wCFRV0F03D59Mze4wXp1mjNrBeb1eF\nTeg2Pg2I5To3WxdYrQJWnatgUIxHnw+6i6ZBRQUpt9wi0rGVYwYAD8Bzz8HmzWLck4/ggW6gndbW\nQH+Fvqz8lVwSS/DX+HokQzBYnE+auBlYCtQ5HA6pfvwz8DjwK4fD8VVEiszdodd+h0jzbEQY2K/E\n+4FmP5rxNTNtLVKQV+bzy06d9fWyTbOUe9KAiSxdmsi9C4/CZ1bylt/fXykIojf/dKA4MxOqqjhT\nPpsak549aWm61GNcfjHWlE7b47fxScdQJCCzIjDQA8CqfCqXY5T5+BDeA6isfDapVV5K6upI8Pvx\no68BUA/k+f3ctHIl9747h+rqPDZtmogoEWsHfDQ0uHG7nWHBXzmmowV/o8UiI3FdrDif2T67AYfF\ny7eZ7K8B/ziUz4ym+Vvl1hrfq8o9XV26t+/xSLnHh2jwBHAVRUW5rF4NrFrFW34/NWHnIDJ7inNy\n4CtfgYULqakRx+vq0rt0Op16szYzuccmfhufNsSaCRTNAKhQawDkfVaWbgjkuPd6xWu3LlwIjY0U\nv/ACbS0tvIFeq1MD4Pdz06pVrF77K/bty8Xj6UVk/wh+qK0tJCdHHFu2ZVHPK5bcf/V1iUte87/Q\nMGpgxmlRPD+YujqXukhLe7uUe8RyjE6nm7lzoTjwNj1bt9IInFSOk4eQe5g7F26+maOBbJqbdbnH\nbAlGs8weiJ7Lb8OGDYFo48MsBiAfS/mnuRmOBrLh5pth7lwmIsazxEmETNGzdSvFgbeZOxecTjdC\nDRA80d4e6O/7r8o/8XQ6NXKYcQZwyWb7XEiowRN1m5kFjcXrN+b019eDvhwjwESqqhBef9Vq3kTv\nCwJCJywF3FOnwpIl9M2ZR+12kVdsXHhd5gMb2zeoXr+E7fHb+LQgVgkoUg2AVQaQNADBoO6RS2JW\n8/9z7vg8CcnJuGtrKa2rA8TcH8R4fxOYvXo1qzf+gWAQNmyYCNQheOIj6uunkJQEOTnC+4dwBy8e\n7x+GL+vnsvT8zYK+ZlF1GEj8EL4er8+np3a2t59AV/3GMnXqWB56CPJeehbvjh0DFmaZhtD6qaqi\nb8489u0LX5RFtm6QXkcsrRts4rfxacRgr3PjuFEDwMYW6WrzRLkKmM8H+/ZB35x5UFXFdMS4Vvv/\nvA14d+wg76VneeghmDp1LDA29Gob7e0nqK8XPCLz/+UMAMyzf+Rjo9NqxW+DwWVF/irBqz+aGkSR\nsPrB1MZt7e26AWhtDSKIX8g9MI6ZM2Fi217YvBkP0KUcR8o9CbNmQXk5jY2i5Fv25jcrPDGWqMeS\ny2/Dho3YYDQA6narArBAQIzbxkagvJyEWbMGyD9dhLJ/Nm9mYtteZs4EUbsq5Z82WluD/cTf3h7e\n+M0MZt69ymVGjhsMLivyj2QVzcjeTO4JBERFnlz3U2b46D28Aa5i6tSxPPggsGYNjdXVHFCOm47w\nDly33AKLF3Om9Cbq64WEdPasuLDMcvkj6f1msL1+G58mDNX7N9vPbPzJsZmUJMZrS4vggDOlN8Hi\nxbhuuYVpiHEucQBorK6GNWt48EHp/V8VerUN8FFfL/jE6xX8cvq0LjNZef8SKo+Z8dxgcFmRv1Uu\nbKTyaRXG1E5Z0NXaKhZuFlY8i0mTclm2DPJ3Ps+RHTvYi17MlYpoClWanCwKRULZPeqKXMZGU6rO\nD7EVctnEb+PTiOGQf9QCMHWbTLdWx6e6AlhNDbBwISxZQmlyMsWI8Q5i/O8FjuzYQf7O51m2DCZN\nkou/i+UfW1s7+gu/ZI1PpOCvGW9Z5fwPBpcV+VtZxFiDvGfP6qmdUuv3eEBv1ZwIFFJVBfcvOwPf\n+hbVwAfKORQhvH6qqmD+fA51jcXrDV+YRXbotGrYZgd4bdiwxnDNAIz6v2zBkJ4uxqd0zECMX68X\nDnWNhfnzoaqKaYjxLvEBoVbQ3/oW9y87I5ZtpRDBG7L1s679t7To6wtHq/w1i1vanr8BxgBIrD+M\n7N9jTO3s7DyNnt2TwfjxGWI9zxdfxNfS0h/1BzENzAfcTieUl9ORntefzx8Min3UAJNaeQjW+fyD\ngU38Ni5nDNf4MJsBJCaGj1MQ41fm/3ek50F5OW6nk3zC5R8f4GtpgRdfpLISxo/PQCz8AtBBZ+fp\nAamf587Fnvpp5LZLsr3DxYAxIGKWGiX3kzC2a/b79TV5Dx8OIrpSn0YEb65iyRKY3vxbePTRsB79\nAJMRqZ0sXQqVldTWCgNiJveYVfGaYTBev038Nj4NGMxYiDTO5AxAzf4xyj8+X6jQs7ISli6lFDHu\nJWTvfx59lOnNv2XJEhDafxqCR5o5fDiIxyN4RnJOJO9fwqzgaygtHi4r8jf+IGbl0kYYu3aq1bxw\nFL2S183UqaNZuRJYt46DXi8HleOMRTSAYulSuOsuDgWE1+/3i9cl4asLskRr32ATvw0bkTEUA2CW\n/mkMAsvxKusA/P6Q/BPIg7vugqVLKUFP7AQ4CBz0emHdOlauhKlTR6N3BzoGHMXjIaz3j/T+rZZ8\nNGv7YOXcxorLivyt8l6j5fWrRV1ylS6fD8APBAEnyclubr4Zxn20l67qalHZp3xGHmJdSsrKoKSk\nv02zWmauNpMyyj0Ssc4AbNiwETtiGVdmAWC1ySLoXOHzASUlUFZGAeGpnz2Iyt+u6mrGfbSXm2+G\n5GQ3ojogCPjx+fTVvqT8Y2w7AdbcBeGZP4PBZUX+ZkGRSKmeYN6xs6EBREPRDkSb1jwWLoT77gPW\nrWMvhHn92QivP2HRIpg/nyM9eWFBXuMyjGqASfU+htq+wTYQNj6NGOpYkdk/8rE6PqX3L+Uf0IO/\nR3ryYP58EhYtooTwhV8OEpJ/1q3jvvtEkpAwEb1AB5rWTEMDpp0/zaDyWKSeP/HgsiJ/iFzBa5XX\nr1bzNjbC+++DWGbgLOBk1KgJVFVBse8PtG3bRj16u+Z0hOZXmJkJd97JsbSJeDwDWzXL7J5Ico+E\nLffYsBEfhkP/t5J/ZPaPsfWzxwPH0ibCnXdSmJnJZPTgbwDR+bNt2zaKfX+gqgpGjZqA8P7PAsd5\n/33BN8aq30jav1UF8GBwWZF/vF6/sW1zS4u4aVo7om4vEciitBQ+V9kHL788oHHbWEJq3owZcN11\n/QUc6pKMZj17oumQ8cAmfhs2hjZ2zMajelPlH3XpR68XuO46mDEDN+Hav2z8xssv87nKPkpLQeT9\nJwJdaFp7P+eoOf/Rqn4jpa3Hg8uK/GPVv8wyfJqbhRUWgd5mZEEXTBIR+6eeonv9+rBK3hREnm8J\nwMKFdLiL+4O8smOn6jVYef2RLlqb2G3YGD5EG2vRgr9y9i69f68XOtzFsHAhJQg+SFGOeQD4/+y9\nfXSc1X3v+9nyjDzWm0f2yJZhbAZHBsUVILiCCKqkvNhZ0JqEnku6uOc4DTdNuKGhtylN25x7WDnJ\nCT2LU9IWgldIE2ic4hZS6OHNDT6xCU4tsFoU0MGuo2DFKLawhSxbY71YY42sff/Yz55nP4+eGY1m\nRn6R93etWZ555tWj2d/9e76/7+/3m3j8cXjkEcf5swa38OsI3d2Kd3Sn32zOn2ywso8PMxV1QbDD\np6cHRkaG0LM44RI++tEw93xuCh5+mE6U/0cjgUP8n/oUrFvH3r1w7JjawXWxSFCrZiv3WFjMDeZS\n/jFbPyxapNb5sWNO+5d168DR/hPGax3G6fv/8MPc87kpPvrRMG7bhyFGRoYyLR/8zh8TuYq+CsW8\nIv9su2AQ8fv79X/wgfrylcMnhdL6l9LWBmzdSn9/Pwd9r3sRULFmDbS0MBFfzeCg27DJf8o4k9xj\nYWFx9pFL/vGvY90AcnAQJuKroaWFijVrPM4fUJO++/v7YetW2tqgunopSvtPAUn6+xX/+Pv95xr3\nqGHdPj7k+kJyJXrT6QHc5m0XceutqksDjzzCWzj6nYM4qocPd9yRifr7+9UPQrdr9kf+Nuq3sJh7\nzHXyV6/pcFitd934jXXr4I47WIt35m8Pqu0zjzzC3Xer+jDXHDpIOj2QV+LXRLHJXphn5O8n/WxF\nXePj7o7d1+faO1UBxhjK138pGzfCZb0/ZuC113gX19cfRXXsWLZmDaxbx0TTNZ6xjLp/j5/0803y\nWuK3sCgOpSj+Mo/7NwG9vsNht+3DRNM1sG4dy9asoQHFE6B4411g4LXXuKz3x2zcCOGwdv6MAR9k\nbJ96A0ilXO3fD3+7Z6v54+17nauBm+7hMzioSqx7eiCVGkL5+ieAGLfcAp9oHYBNm3gHJQZprMZp\n6LRhA7S1sXevei3T2mkOZpkp6jdhid/CojQodi3l0v7N1izptFr/e/cCbW2wYQONOONbHSRRyV82\nbeITrQPccgtADMU3w6RSSvs/dMiN/oOqfoPa11jZx8FMu6Bf6z92zK/1LwBiXH89sG0bbN/uad4W\nQp2w1YfD0NzMByMVnnbN5g/ErAz0oxhrp4WFxdxgpnXpr9TX0b9u+/zBSAU0N1MfDnMReObk9gFs\n3w7btil+IYbiG1f7P3ZsdrN+rc8/T+gpXWZFr9ptT6McPqeBGi69dKmyZT3+OO+kUvQar7EKp5HT\nHXdAWxu/+IXaqfWQFv+PwkwU5WPtnAl2s7CwyB/FrrWgts/+IC8UUut/cNApEG1rgzvu4DIUX2j0\nAu+kUvD442zcCJdeuhTV8VPxz6FDp+np8Vb85pr2VSzmFfnn07PflHx6e50iDQZQks8iYAUbNsDq\n3p8w0NHhaeMASuuvaW6Gdes4Hl2d8efqH8TChd5h7LolrNm/R2O2Wr8lfguL0iOfdajXr3lWb67z\ncNitFzoeXQ3r1lHT3EyD73X2AQMdHazu/QkbNgCsQPHOMDCQ4aTZSD9W888Dfsnn6FEYGkrj9vBR\ns3lbW4EdO5RFy3j+EqAe4NprobGRvj44ccLbvE0PZzEjfLN/j4WFxZlFsUFTULddvb71egfFAydO\nOE3fGhvh2mupx9vzpx9l/WTHDsUzmVm/qufP0FCao0dnJ/0UinlF/jP18dGSj+nyUdZOXdS1guuv\nD/Mf75qCJ56gGzfRG0IVb6yOROA3fgNaWzO9+nU1b1CC15/kLdThY6N+C4vCMdv1FRS4mclfv8Sr\nq351z39aW+E3foPVkQgJXO0/iTPs/Ykn+I93TXH99WFU9A+KhwY9rh9T+sm322e+mFfkD7n7+OiK\n3iNH/OSvirpqa1coD+7mzfQcPerR+uM42fvbboPrr+fd3vLMQHbT1x+0AcwES+wWFmcf+a7VoKpf\nLf3oge/v9parfl+33cZqvL7/XqDn6FHYvJlbb4Xa2hW4RV8u+WtJOdekL5vwnQH+wq4TJ7SXNoXy\n2apEb2Oj2rDZuZM+vP36l+FIPk1NTCXcal6Y3gSq1A4fuzlYWBSPQtddrvUctO51DdFUYjU0NVGP\nt+HbJI7zZ+dOWluVQuQmfsdIpVIMDiqeyqfgq1DMK/LPluiFXJKPbs6sKno/3nIcnnrKU81bhYr6\nY4kEtLVlRrCZ9s6gQS35OHwssVtYnDvItU5zST9m4jeVckfB0tZGLJFgNd5Zvz0ATz3Fx1uO+yp+\nvdG/Kf1A9sRvIZgz8hdCRIQQ/yaE+N9CiH8XQnzdOX6pEOJfhRA9QogfCiHKneMLnds9zv2JUn2W\nVMp1+Rw9qr7UQ4dAaWwTQCUrVizlzjuBLVvYCx5vf0byWb8eWloyiV5T6zf7fZvE74eN+i0szh5K\nsf6CNgCzc286bSR+W1pg/fpp0k8fqt8/W7Zw552wYsVSVOJ3AmX7VM8/etR1/WQb9FIo5jLyPwXc\nLKW8CjXX/FYhRCvwP4C/llI2oNj395zH/x4w5Bz/a+dxs0ZQ8kMnYnQDNzVlaxjl8ikHYrS1wVr2\nwZYtvOt7fgIob22FtjYOp5Z4irqCij7MU8Biq3ktLCzOLGaq+tWP8Wv/Zr9/XfR1OLUE2toob231\ndPsE1fKBLVtYyz7VQJIYio+GSaWG6e11G75pY4kfxXT2nDPylwqjzs2wc5HAzcBzzvEfAHc41z/p\n3Ma5/xYhhCj2c0xOwunTXovn4CAo4k87H0sNbKG9nck332TAeH4UR6+74gpoaMho/ZOT7h9fbwLF\n9OoJgt0cLCxKj1KtR3O9m8VfoZCbYxwcBBoa4IorWIbb7wdUddHkm29Ce7sx6CWM4qVhz3zfVErx\nWCl1/znV/IUQC4QQXaj/53bgl0BSSqn/C33Axc71i4FDAM79J4Clxbx/tg6eIyNjuBW9MerqlqqC\ni2eeoRuvtz8zmL21FZqbPfZOM+r3J33y6dxpYWFx7sO/brX2r+8zzwJ09O+xfTY3gxP5m+2e+3Fs\nn888w4YNUFe3FBX9q4rfkZGxWXX6nC3mlPyllKellM0oues6nH5oxUAIcY8QolMI0Xn06FHPfUGn\nQH7yV318hlAunwXACtra4MrIu4y+9pon0bsMVZ5d9tGPQksLBwcrMq0c9C5vNnALcvtYX7+FxbmH\nYn3/+rpf/tF8oG2fg4NwcLACWloo++hHWYXX+dMDjL72GldG3nWknxUoXlIBan//dPL345z2+Usp\nk8BrwPVAVAihv8I48L5z/X1gJYBz/2LgWMBrfVdK2SKlbKmrq8vr/VMpV/NXks8YWvKJRGpoagI6\nOjgMwZJPYyMkEgXZOy0sLOY/ZrJ9kkhAY2Og9HMYoKODpiaIRGpwpZ+xjPSjOayUmEu3T50QIupc\nXwSsB36O2gTudB72GeBF5/pLzm2c+38ipZSFvr8p+fgHtCvynwBquP56Z7jCc8/Rg1fyieM0Zmpt\n5YPxmqyJXn2qVyp7p91ILCzmHoWuw2y2Tz8feLp9jtdAayur8Lp++nFsn889x6234nT7rEHx09i0\nAe+llH7mMvJfAbwmhHgHeBPYLqXcCvwZcL8Qogel6T/pPP5JYKlz/H7gK6X4EJOTbsTf3w9SDgHj\nqFOr5bS1wQ2Nx5l6+WUOQsYxuwRF/KFrr4Xm5kyzJTPR6+/jUyp7p4WFxbmHmWyfZr8fM/Grm0jS\n3Ezo2mtZhdvvZwrV62fq5Ze5ofG4I/0sR/HTOFK60k8yWdqE75zRkpTyHeDqgOMHUPq//3gK+FQp\nP4MZ+Wunjyv5LACW8mu/BnR20o93YEsUlXqhsRHicU50efv45JJ9imngZjcKC4szB03QhUCPcdSv\nE3TRUwNPnACa49DYSOzNN4kCx53XSaLOAC7q7OTXfu3jqJh4AVr6SSZrM5q/6TQsFvOqwteEKfuY\nkb8if4BKGhsXcNttwNat9ODW+oLKylc5w9mPh5Zl9P4gb3+2ZFAQLLlbWJw/yGcdm+s/m+d/cBCO\nh5ZBSwtVviHvKRzpZ+tWbrsNGhsXoAq+QEs/pvZ/Psg+Zx3ptNp5Nfm7yd4wsJTrr4earn8BR/LR\nqMCxZBn2ztHRYMnHH/lbe6eFxfxFkO1THzcvfulndNRr+7wIxTMaBwFefpmarn9xdP+lKJ4ay3BX\nMqn4LKjYqxDMW/LXxV26LHp0FJSydBpVRVfD5ZcDXV2c7O31SD41OJJPIgHx+LQKu2xyT5Deb8Im\nei0szj0Uuy7NdR/EDWaHAeJxSCSIoXhGIwmc7O2Fri7FS9SgeOo0UqYyss+pU6Ur9pqX5K+/GL3j\nulG/HtpSQ21tLTfeCGzdygFUizeNZcCySASamzMdPCcnvePbdHJ3Nt5+CwuL8x8zef7NsY/a868T\nv1OJ1dDczLJIxOP3HwQOAGzdyo03Qm1tLW6nz+EMh2kFAorfAOYl+cN0m6ci/3Hn3hjNzfCRDw8z\ntX27R/IBR/K5/npobKS3Vz3fjPrNgg59bCbYjcDC4vzFbNa4v/ATFH8kk47rp7ERrr/eo/uD4/rZ\nvp2PfHjYafcQc+4Zn+b3t5F/DujpN8mke1GplUVEIktpaQF27KAXp8jCQRSH/JuboaEh4+0Hl/iD\nTu2KHc5uNwcLi7OHYtZttnYPJl+A6/mnoQGam7kIb8HXYdSgF3bsoKUFIpGlqPm+KQ+P6amExWJe\nkr/ZzE3r/SMjoE6hwqxcqb5/uroYRIlBGjU4f5B4nOOj5ZnTLE3s+pTO/8f2w5K5hcX8RbY1bwaD\nJl9o6Wd0FI6PlkM8ThSv7j+MIz93ddHQACtXgkr6nmZkBI/dsxS6/7wkf3Bln5ERfbp02rlHtXNo\nawO2b6cPl/xDKL2/pq4Ompro74ehIdflo7P4ZkFHKWA3CguLs49Srmf/gHft+hkacqL/piZq6upY\nhltsNYwzR2T7dtraUG1nnO0hlTpNMqn4zMo+OWDq/WNjpuSzAIjR0gJrYwNMdnR42jkswenlY0g+\nY2NuB099CpetnUM2WHK3sDj/kWsdZ2v3YPJGOq34xJR+luFW+4Iq9prs6GBtbEBJ08RQvKWkn7Gx\n0un+8478zUy4uQkoyWcBkUiED30I6O6eJvlU4Ug+iQTEYpnTLA3ztM5KPRYWFpCbC/yysJahicUg\nkSCKd7xjRvrp7uZDH4JIJIIi/9OBvX2K2QDmHfmDl/i1VqZKpSOsWeM0T3KGtJtVvTHcLp7HJ2s8\nen8k4tXvoDRVvHbDsLA4d1CKtWsWfGplwLR8jo7C8cmaTJfPmPHcFO5w9+uvhzVrACJAOpO7LFWV\n77wkf13ZOzqqTpPGtcOTShobYRUHob3d4/IBRfzR6uqM5GNW9fr1OzOxkwuW3C0s5g/yLfjyV/ua\nuv/oqCv9RKurPX5/cNyH7e2s4iCNjaBbPYyPKz4bHS1Npe+8JH9ws+E6M65QRTwO9PRAd7enqrcC\nJ7WSSEB9PSMjXktVtqpe8Or9luwtLC4cmOs9qLVLULXv5KTjPqyvh0SCGrytHpIA3d3Q06P4yhGG\ntINRuxmLxbwjbQsTiAAAIABJREFUf/3FmLKPOj0qo7Y2nJnVmzx0yFPV6+nimUhw4oR7WpWPxdOS\nvoXFhYugal+YbvkExSsnTpAZ8BLD6/cfBJKHDmVm+9bWhoGyzKZhbgBzqvkLIZYJIX5bCPFFIcRn\nhRDXCSHOyU3DTILoxMqpUyCl6ucTjysjj57aZSZ7o8CScBgaGpiKLctYPP2WLf+w9lywvXwsLM4/\nlGLdao4I4g9t+ZyKLYOGBpaEwx7yH8ad7tXcjBP9lyPlaU6dmj7SsdANICuJCyFuEkL8L+CfgdtQ\nw1nWAg8Ae4QQXxdC1GR7/tmGlmxct065TrBDT49H8gHnxOrii6G+nmRSbRoa2TL3UFzvfgsLi/mF\nbNKPvq5x6pRjQa+vh4sv9jh+wJF+enq08RDV5M1tMFkKn3+uPew3gc9LKf2tb/SM3Q2o0Yz/VPzH\nKB1Mp4/u6CnEAkKhBSQSUDN4gJP793v8/eB4bdes8czqTafdHTuob/9MyV4LC4sLDwsWeAeu+NvC\n6AEvg4OwJJGANWtY0tvreY1+4OT+/dQMHiCRWE04HJ7Ga5rrClUQskb+Uso/CSJ+575JKeULUspz\nivg1TH+//nKiUaelgzO1y9T7Izjk39AA8bini6e/mMv6/C0sLEzM5PP3F3+ZXT6Jx5X0g+IhjUGc\neeKdnTQ0KP7SbqFSFXnNSFfOEPbfBRLm46WU/29xbz030Luh/pL02MWlS1Uul84uBnBHqIFy+SyB\nTP/+0S7vF+uP+v1/7EI2ArtRWFicu9BEO5v7/cf8kk/EYHdt+aRB9fdfguIhrVIfBwaA1V1dNLb8\nDkuXunxmRv3FbAD5UNCPgA5gD+5883Ma/i8mFILqaiWv4QxuMYu7IjhWq1gMqqo8u2ouK5eFhYXF\nTAiH3Ryi6fhJpYCqKojFqMAb+adwdP/eXuo3KP4yn1uKIq98yD8ipby/uLc5M/C7fbTHv6pKEX9j\nI/D2256oH9SOWxGNwvLlDE9WOBXB0326NtlrYWExE8Jhrw8/iEd05D88WUHN8uVURKPUJL02lOMA\nb79NY6Pir/5+b7dik+8KURLysWw+JYT4vBBihRBiib7M/q3ODNJpNxs+Oan0tmhUfXlLJgeY6u72\nkH8Ip7hr5UpYudIzstGv90Pw7dnCSj4WFuc+ilnbps7vvx0K+UY7OtxTgzcaPw5MdXezZHKA+nrF\nYzqZrN2MxVT55kP+E8DDwG7gZ86ls/C3nHvo4ge9M0Yijl2qr49h4KTx2FySD2S3avlhCd3C4sJF\nPtzgVw9mkn5O4tQi9fURi7k5A81txVb55kP+fww0SCkTUspLncvq4t527mBW92oS15E/PT0M4iX/\nKpzIPx6HWGxacVe+zdwsLCws/Ahq8uYv9iIWg3icGrwdPk/iuBJ7ejKRP3j5rZgNIB/y78HLl+cs\n/O2cJyeVTz8adarkfJIPGORfX89EpIaxseBkb9DtbLAbhIXF/EehfGAmbsfGYCJSA/X108gfHN2/\nu5t4XPHYokXTE76FJn7z+fhjQJcQ4jUgU/d6rls9TThnVdDfz6jv8eU4p1qLFwd6Z4PaOdjiLgsL\ni5mg9XnwevxN6Ci+fPFiIug6XhejAP39xG5UPOZ/7lxbPV9wLucV9Bej9X7T5mkiE/mvWJFJ9ppt\nnLP18bFOHwsLi2wIh6cnY4McPzrpW7NiRWDkn7F71pPR/Uth84Q8yF9K+YPi3+bMwX9KpAu8dCvn\nYd/jq3ASvtFopk+2RlCnvmIlHSsJWVicP5ip2Cuf5+fqAKznjhCNUsF08h+GTGvnpUunJ33npKun\nEOJlIcTtQohpMa4QYrUQ4r8JIT470xsIIRYIId4WQmx1bl8qhPhXIUSPEOKHQohy5/hC53aPc39i\ntv8Zv+YP6ouurYWK1HE4dGia7FMB6G1V983Qz/O3cfYjHxeQhYXFhYGZ+CCovbPu06PliQrfc0YB\nDh2iInWc2trphV76eiHIlfD9PPBRoFsI8aYQ4kdCiJ8IId4D/gb4mZTyb/N4jz8Efm7c/h/AX0sp\nG4Ah4Pec478HDDnH/9p53Kzh3w0jEVi8GEgmmUilPJW94Oj91dUQiXjm9WrMltjtRmBhceGgFPyQ\nSqGIqrraY/UEVek74WhDixdPbxExJ5G/lLJfSvmnUsoPAZ8CvgHcD/yalHK9lPLFmV5cCBEHfgt4\nwrktgJuB55yH/AC4w7n+Sec2zv23OI8vCKbsU1sL9PdP8/iHcCL/pUshGp12xqB1fZ30tbCwsCgE\n2fgkwznRKCxdSgVeLT7j9e/vp7bWK/sUi7yGskgpe6WUu6WUXVLK2dg+HwH+FLcn0FIgKaXUH70P\nuNi5fjFwyHm/SeCE8/hZw0y0ZAq8HKeP2Zwo4/SprQ0s8ILsWp2FhYVFPsjFIZ5Cr9raaY6fKQzH\nT8wb+Z+zM3yFEBuAASnlz0r8uvcIITqFEJ1Hjx713GcOOTAdO1VVwOjoNMmn3LlQVQWRSNbKXj+s\n08fCwmImZOOJoEpfIhGoqnI5yUAKYHSUqiqvU0g/t9BNYC7HMf468AkhRC/wDErueRSIOsNgAOLA\n+87194GVkBkWsxg45n9RKeV3pZQtUsqWurq6wDc2q94WLnQ0/1we/2gUqqoCNTR/tt56/C0sLPKF\nvydYUOQ/OYkKQKPRnF7/xYsVn2mcifYOBUFK+Z+llHEpZQK4C/iJlPI/Aa8BdzoP+wygcwcvObdx\n7v+JlFLO9n390fuiRY7mn0wGRv4RgKoqpkLl0woyrMxjYWFRavj5ZXISpkLlUFUVSP4pgGSS2lp3\nsqDGXA9w/3UhxHYhxLtCiANCiPeEEAcKf0v+DLhfCNGD0vSfdI4/CSx1jt8PfKXQN/C7fcpDUzA6\nyoTvcSHnoiWfQk6f7AZhYWGhUQgfZOTqSMTlJAMTAKOjlIemprl9ikE+H/VJ4I9Q3TwLOtGQUu4E\ndjrXDwDXBTwmhXIVlRSRCKqEbnAwMPKnuhoqKzO9/3MlfIuF3SgsLM4/FFvo5X8tE7o5WyoF5ZWV\nUF1N+ciI5zEpUDMfk0kikdJ108+Hjk5IKV8p2TvOIfwaWCjkaGSjo1kTvlRWwqJFWbV+fd3CwsKi\nGGRr7QzO5rJoEVRWBpO/w2ELFy6Z9txCtf98aO01IcTDwP/E29jtrcLecm7hT9qGw6htdXQU/+Zd\nBurUYOFCj+STjeztJmBhYTFbZDtzMI+n06hINRKZpsVPgiL/VMrjIDoTjd0+4vzbYhyTKPfOOY3M\nDuvsmv7vqRwU+S9aFCj5zPTaFhYWFkGYjVSU6cu/aBFEItMSvhnyHx0tqREln8ZuN5Xmrc4OQiEy\nQy/9Cd9M5B8KTftDzdTXJ+t7WVhYXFCYDdFn45XJSeeFAiL/CchwWCk5Jh+3z2IhxF/pwiohxF8K\nIRaX7iPMLSIRMl+c/+8TAqULLVgw4x/PEruFhUWhmIk/JidRO0I4PC0in4QMh0X8zX+KQD4+/78F\nRoDfcS7DwPdL9xHmDpkv3PFxTvnuL4PMF64fZmExa5w4gfgPvw0nTpztT2JxHiLDO04g6iflKfC0\nLyhVIJoP+X9ISvlfpZQHnMvXgXN2hi9ML/QinYZUKpj8nS5LlvgtCsZLLyFefAFefvlsfxKL8xQZ\n2SccDib/VArS6ZIVeEF+5D8uhGjTN4QQvw6M53j8OYVQCJVNCfBDlWUeYGFROMT3/9bzr4VFwQiF\ngknZ4bCS1h3l8Zh7gR84Or9AzRS+u3Qf4czBH/lnYDcAi1lAfHwd4tVXM7dluePPeON1yha4Xcjl\nLbcgf7zjTH88i/MVWXgoK28V+3YzPUBK2QVcJYSocW77JyHOO9i9wCIX5H/+L7B7N+Kk6m4uJiY8\n/wLIigrk//fAWfl8FucHSlk5XND7Z7tDCLFRSrlFCHG/7zgAUsq/muPPdtZg9X+LnLjpJuRLW+ET\nGzIbgAlZUYF8+Z/hxhvP/GezOG9wtnkml+Zf6fxbHXDxzxk+L5D1P3u2/woW5x9uugn59A+RPu+d\njESQT//QEr/F7JGFh+aq9XLWyF9K+TfO1R1SytfN+5yk73mBjH82oFprKvMAC4sCkExCKIQsK1Ol\n+adOqXP5ZPJsfzKL8xWTk8Eav8NhpaSrfDaVx/I8ds5gmh0qHA6snDP9s1bnt5gtxN8+CSdPwpVX\nIZ9/Ea68Ck6etK4fi1kjFCJ3PVIkAuHwdBt7Me+Z7Q4hxPXADUCdT/evAc6LeVaZLyqXf/b06Uwj\nf7sBWMwKixcj/+Jh+MMvQVkZ8uab4dFHELt2ne1PZnEeIcM76TScPp2zHglK2F46x33lKG0/hNL5\nNYZxJ3Gd80ilULumMyjBxCRkvvB8yq/t5mBhQj7/gvfAggVw/x8j7//js/OBLM5Z5NU+xglEA9vQ\nOByW8velLwK5NP+fAj8VQmyWUv6qdG95ZpEZjhzQLS9TORcg++gun7PplW03CAuLCw+zicSz8UpG\n9gnoRJDpPuxMHCwVcsk+j0gpvwRsEkJMm6UrpfxE6T7G3MAzHLmqKng8WioF4+OZbnuzeW1L9BYW\nFkGYbXv4BQuA8fHA7sMhyHBYsT38p71uFjzl/PvN0rzVmYG/33U6jdo1A8g/E/mfOjVtSEIQJidn\n1+LZwsLCIhefaITDKLdYQOSfIf9IZNrQqWIC0Fyyz8+cf3+qjwkhaoGVUsp3Cn/LuUNQj+xTp8js\nmv5uqBMAY2MwPh44Vk3/cawb1MLColiYfBI4K3x8HMbGpkX+Echw2KlT059baECaTz//nUKIGiHE\nEuAt4HtCiPOmujeVAqJRiMWCyX9kBMbGiEQIlH5KSfx2E7GwOP8wlxygJZ9IBBWIjowEk38sBtFo\nSRO++fj8Fzv9fP4D8HdSyo8A60r3EUoPk8BTKZiYLIOqqsDxaHpQguMGnTUsoVtYWGgUwgcZF6cz\ncCpw3GxVFROTZR7yLzbnmA/5h4QQK1CDXLYW93ZzD3+B1/g4DA0B0Whg5J8CGB2lbHIi81x9WmaJ\n3cLCotTw80soBGWTEzA6SgqCI/9olKEhxWelKvTKh/z/G/C/gF9KKd8UQqwG9hf+lnMPUwM7dcoZ\nsFRfP60hUYb8k8msw5H9f6jZWD8tLCwubGi+yBZQZjhndBSSyUDyrwKor+fECSeH6aBY80k+LZ2f\nBZ41bh8A/s/i3nZuYBTBZdqlTk6q7zVbwncC1AN8w5FzRf7pdGESkYWFxYUD05ljws8tWvJhdNTl\nJAM64Ts66j7X5LlCuSifhG9cCPG8EGLAufyTECJe2NudGZhfRioFg4NkIn/zP5yJ/IeGYHSUSCR3\nwtfKQBYWFrNFLg4JhZxk7+goDA1Ni/zLcCP/wUE8mn+xAWg+ss/3gZeAi5zLy5wHA9w1iadSjuZf\nX08NUGE8ZhI4CXDsGCSTHtnH6bEEeGYnW1hYWMwa2fgkwznJJBw7xkm8Cd8KVDM16usZGnLJvxQF\npvmQf52U8vtSyknnshmoK/6t5wZ+3T6VcjT/aJTySGSa9JMCZfdMpYj472T2pG83CQuLCwel4IdI\nBEVUIyP4nZwRoDwSgWiUEyeY5vaZ64TvMSHERiHEAueyETiWz4sLIXqFEHuEEF1CiE7n2BIhxHYh\nxH7n31rnuBBCfEsI0SOEeEcIcc1s/zOmDmZG8ENDcDKyBFaunJb0PQnQ3w+Dg0Qiqi27ft5M/X1s\nEZiFhYXGTHxg8ol+zMKFDvkPDkJ/P/65cFUAK1dyMrKEoaGAMwYK3wDyIf/Pomye/c7lTuD/nsV7\n3CSlbJZStji3vwK8KqVcA7zq3Aa4DVjjXO4BHp/Fe2SgvxRT9jl2DPr6gIYGdQplYBRnA0gmqaqC\nRYvc+/xaXSnsn3ajsLA4f1CK9e7nDfP6okWqeJdkkpMoPjJRA9DQQF+f4jFT9pmz9g4aTkfPUjZx\n+yRwo3P9B8BO4M+c438npZRAhxAiKoRYIaU8Usib6C9GJ3z7++GyRIKo73GjqB7VFUeOEI2SSfqa\nf7SgH4B1/FhYWGRDkNPHzyk62RuNAkeOMMx08o8CJBJanCCVKp70NfJx+6wWQrwshDjquH1edLz+\n+UACPxZC/EwIcY9zbLlB6P3Acuf6xcAh47l9zrFZIeiLGR31On5MZBw/J04Eun10csbcAKzX38LC\nYiaYPKE5xL8pZNw+J07k9PgPDjqWdd9z51rz/wfgH4EVKLfPs8DTeb5+m5TyGpSk80UhxMfMO50o\nf1q76FwQQtwjhOgUQnQePXrUc59f8w+FVEVcMunIPo2NLPG9no786e+nPDVMZaU3X2Ai31NAK+1Y\nWMx/FMoHpm5fWQnlqWHo7w+M/JcANDbS16d4bHx8uuQzl5p/hZTyKcPtswWmmWYCIaV83/l3AHge\nuA74wGkXgfPvgPPw94GVxtPjzjH/a35XStkipWypq5tuOtLN2cwoPplUsg8NDcTw2j0z5N/XB4OD\n1Naq5+mIXydn9I5tid3CwiJfaL4I4pNQCGprUbJEX9808q8AYgANDfT3Kx4DL78VU+WbD/m/IoT4\nihAiIYS4RAjxp8CPHNeOP5DOQAhRKYSo1teBjwN7UTUDn3Ee9hngRef6S8DvOq6fVuBEoXq/3gDM\npO/gIBCPT/P6p3ASvs55lV/6ybe1s90ULCwuXOTDDUGVvZkCr8FBToLH6pnx+MfjngIvzW1z3t4B\n5fQB+H98x+9CSTbZ9P/lwPNCCP0+/yCl3CaEeBP4RyHE7wG/Ml7/R8BvAj0oPp6NoyiDcNht8xAK\nqZ12bExF/sdDy1jS2MiS7m4GncdP4kT+hw7BoUNEE1cSiajXMJMz/h4d+r0Kmehlp4BZWJz7KCSg\nM3uA+XuCmXwSDhvJ3j2Ke4bxFngtAcoaGzkeWpaJ/HVwqts6FGM6ycftc2khL+z0ALoq4Pgx4JaA\n4xL4YiHvpWFqYM7ISxYsUBtrfz90d8MNV1/Nku5uz/OGgZPJJBUffEBN6CRVVercwJ+d9/8YrOPH\nwsLCD39SNxuPVFVBTegkfPABJ5NJFYQaWAJw9dV0dyv+Gh1VOQLNbWdC8z/v4E+ITE6qIt7+fsCx\ne5pJi1zSj0n42Ro1WVhYWGSDyRtmsjeX5BPBa/McGZle4HUm+vmfVzC/GC3f6EKv7m6guZll4HH9\nDAPHAXp7oa+PqqrpLSJyjWALOj2c6ZTR5ggsLM5dFLJ+g3jB5A1/a4aqKpTRpLeX4+CJ/JcAywCa\nm+nudgu8tFxUig1g3pE/eGUfXbCVTEJPD9DSQj1OFt1BCof8e3qgr49YzOv4MXX/XMlfS+gWFhce\ncnGByRum1z8UUpMZ6euDnh6O4438Y0A9QEsLPT2Kv8zCsKCapNkinyKvV4UQv+k79t3i3nbuYEb9\num+GlKdJp9P09sJwbDUVa9aoL9bAcYD9+6G3l1iMaUlff/QPttjLwsJiOkxziP5X84eZ7I3FUGrD\n/v2KfwzUAxVr1jAcW01vL6TTaaQ87eG1MxH5Xwr8mRDivxrHWrI9+FyBzoa7nTonGBxU3zUNDYFt\nHnj/fejvJxp1G7xBbsnH5gEsLCw0siV79XWNhQsdp09/P7z/fnBbh4YGensdm7pT+6uD0jPV0jmJ\ncucsd9o8LC7+becGfrdPVZX6koVYAEzQ1wddXUBrKxeBp8lbEjieTkNPD2WDA9OKvfTszKB2D9lg\ndX8Li/MPpVi3psTj5w9d3FU2OKAkn3SapPHcGlQrBVpb6epyuhMwgRALWLhQ8dqZcvsIp7L394F/\nAtpxchHnInTxg94Aqqv1lzPF0FBakX9bG9GVKz26fxKU97+7G3p7WbzY6/jxt3fO1anPwsLiwkJQ\nB2AIbuMcCsHixSgZwqk5Msk/BkRXroS2Nrq6YGgoDUwRCik+M6t751r2+Y6+4gxyuRv4ceFveWZg\nbgBuJdxoprUzjY0e6eckTra9txf6+zObhvbxz+T317CbgIXFhYNcVvAgztCSTXU1SvLp7VV1Rsbz\nogCNjZlWzrrpw4IFpWnroDEj+Usp/8Z3+2dSys8W/9Zzh3DY7ZNdWWn26B+juxsOsgra2tSplYEB\nIDkyAj091NeTsXzqP54+dfPv7LlgNwMLi/mDmdazXxnw84a2eNbXAz09JEdGMs3NNC4CaGvjIKuU\nPZ0xQPFYZSWZuSNnYobveQfT8VNd7fhpCQMp9u+H3buBG28kjrfYaxCny1x3N0tCwxnyT6dVtj7f\nJm+zIXy7OVhYnDsoxdrVx81mbqmUq/dXVcGS0DB0dzMAmVYzoPgoDnDjjezerQyIygQapqrKK/vY\nIi8f/G2dtScWFgCnSaVS/PKXQGMjMbxJ31Ec7c1JsevEisZMTd4skVtYXHiYyedv3q+NKNp6mMTb\nybMGpwapsZFf/hJSqRRwGljg8fcXm+yFeUj+4CX9ykrHUkUE9SUO0tkJ+waXEWpt9fj9j+NE/l1d\nGemnstL1+2uv7qlT04u/clk+7aZgYXH+I9c6TqenF3NpntC8EQ4rPtGSD11dDIDH418PhFpb2Te4\njM5OUOcFp4EI0Whwb59CMS/JH7yyjxrPqDMkw+zdC+3twPr1xHGj/0kU+Q8fPQp791JfT8by6dfv\n9CldKWA3BwuLs49Srme/xVPr/bW1Dvnv3cvw0aMMQKaTZw2O5LN+Pe3tsHcv6KYPkcgColGv7FMs\n5iX562y43iG1VqaknzSHDjmtHpqbp0k/wzjST18fS6omPLp/PpZPDUvoFucyjhw5wo03/gb9/f1n\n+6Ocl8i25rNZPD16f9UE9PWRxNvPJyP5NDfT06O6zEMaWJDJXZrdim3knwXaUhWNuhcl/YyTSh1T\np1Tr1pEAj+snCRwGj/SjdX9/mbb/j13M2YDdLCzOJB588Bu8/no7Dz74jbP9Uc4JFLNuteSjb5sX\nsy1MJOKVfA7j9fdfBCQA1q2jsxNSqWPAOFry0RfTgl4M5i35m7p/NOr00UB7Pgfp6oJ//XkNZevX\ns8r33MOgLEHd3SQS6vmm3z+VUpfxcffYTLDkbnGu4MiRI2ze/H2mpqbYvPn7NvrPA7NZ4+PjLkeY\n/v5oFBIJVCHp7t2KZwysAsrWr+dff16jilEzPqBFxGJavrayT06YmfCqKkX8ivxrUNLPMENDQ+zc\nCWzYwGq8XT4HgIFUCrq6KOs94Onyaf5R/QkejVyOIAuLs40HH/wGU1NTAJw+fdpG/7NE0Pr2G0DM\nINHs4lnWe0AlelMpj78/hjMSccMGdu6EoaEhlCi0AKjJcJjZbt7KPlmgdX/dAa+qCoSIoL7MCWCY\nX/wCaG6mwhnwojGMs+c6/f31jjtTtW+xBV92s7CYa+iof2JCNQqbmJi44KP/Ytelue6zVfVmRjY6\n/fsH8er9UaAikYDmZsVLDKN4agFCRDJ6/8KFpdH7YR6TP7iVvlr2UdF/JSqJcozdu2G4+WNw++0e\n6eckjvTT0QFdXcTj3mpfLfkE/aGDSrwtLM4VmFG/ho3+80e21i5+LtDSj1nVG4+jcokdHRzG29Jh\nFcDttzPc/DFVhMoxFE9VZrgrGi1NZa/GvCV/s8hLk399PSjyB9Xq4TSvvAJs2EAD3mrfw8Do/v3Q\n2cmSyYFMj3+d1D11arquFyT9+GE3A4uzBX/Ur2Gj/+zIZx2b619zgvb4p9Nu7/4lkwPQ2cno/v0e\nvT8CNABs2MArr0B392l0SweopL4ej+ZfiupemMfkD96kb1WVdvxUolo9nAaO8e//Tma6lyn9eLp8\n9vWxePH0AS/Z5J9ievzbzcFirhAU9WtcqNF/MevN39Ax6KIln8WLUZJPQBfPKO7Urn//d1BR/2kU\nT1USjXptnqUgfpjn5A+u3VNH/kLUolw/p4EPaG+HN7qXUOZIP/oLOQ4cBCbffBO6ukgkyCR+/dKP\n2eM/SPe3hG5xLmD37t3Ton6NiYkJ3njjjTP8ic4vBK1j0/RhFnaZkk8s5rh8urqYfPNNDuJW9Zbh\nuHxuv503upeo4lM+QPHTIoSo9UT+pSJ+/d7zEv7ePtGoIn9X+ikHhtm9G7ZtA+68kwbwtHvoQ20A\ndHSwfNFwxvPvl36ytXsoVPqxm4XFXOCtt97m9GmZ9fLWW2+f7Y94RlHoOjS9/f52DkGST309LF80\nDB0dHETxikY9juRz551s2+Y0nWQYxU+VGc7y2zyt7JMnpvv9tfSTJpVS7R70dC9zSk0St8unOdsX\ncss+FhYWFxay8YFnVq/TxdOUfJbhTu3auxdSqWFUoldJPn5/fykxr8i/jOl6pjnS0U361qI2gNPA\nEdrb4Z3UZVTddJPahR0MoCL/qV27oLOTVbGTxGIq4649//6Cjnw9/zb6t7A4e5jt+pvJ228Wfmpv\n/6JFinNWxU5CZydTu3ZxEDz+/gag6qabeCd1mSP5HEHxUiXgSj7+0Y0mgngvH8wr8vfDlH40+cfj\nUF2tvljl+R/k6NFjbN0K3HUXjXiln8NAL3hsn2biV5/qZWv3YMISuoXF+Ycge2dQOwdT8tGJXtPe\n2Qsel0890Ahw111s3QpHjx5D2UwWALVUV1cSj08nf5vwzRNmkzft+HGrfZX0A0OZ2b6ha68Nln72\n7IGenoz0YyZ+/UPdZxvlZ4PdLCwsSo9SrUdzvWuN30z0ZiSfnh7YsydQ8glde21mVi8M4Uo+NRnJ\nRxN/qYq7NOYd+QedApkVdsuXq8x7JFKD2gAmgEHa22Efa2HjRi7zPb8XmOjogPZ2Loocz5r49cs/\nYPv8W1icb8i1Lv1FXea6D0r0XhQ5Du3tTDiRv4nLADZuZB9rHclnEMVHNUQiNSQSiq/8HQZMFCr5\nqOfOIYQQUSHEc0KIbiHEz4UQ1wshlgghtgsh9jv/1jqPFUKIbwkheoQQ7wghrinV59Bl0VVVUFen\nTsVWrgQl/ZQDYxw5coznngM2bqQJp6+2gz7gAMD27dDZSTyufLvhsPuHHxmZLv+UwvZpNwgLi9Kh\nFOvP7/JHv5f4AAAgAElEQVQx138qpXhh8WJH8unshO3bOYDX5RMHmgA2buS55+DIkWOowq5yoJaV\nK9Xz6+oUb+k2NaXEXEf+jwLbpJSNwFXAz4GvAK9KKdcArzq3AW4D1jiXe4DHZ/tmU85/x9wN9WlS\nOOzV/RMJUO2U9Dd6mG3b4MedS+DTn/YkfkdR5D/Y2wvt7TQ2qs1DR/961w9K/BZr+7SwsDhzmK29\n04z6tQQciSh+aGwE2tsZ7O3lAN5xjQ0An/40P+5coqzmmWxABIiRSODR+3XUb8o+muemCqTxOSN/\nIcRi4GPAkwBSygkpZRL4JPAD52E/AO5wrn8S+Dup0AFEhRArSvFZ/InfxYtxtPsIKquuOn12d6u8\nrh7ubsprA0A/wN69mU6fs7V9ZssJzAS7QVhYFI9C112u9ZzL3lnWewD27qUfr8MnhDukvaNDOcnd\nDp6VRCIRYjHFU3OR6NWYy8j/UuAo8H0hxNtCiCeEEJXAcinlEecx/cBy5/rFwCHj+X3OsVkh2y4Y\nCqlTp2gUVqwIiv5TDA0dUbvw3XfTUFenBisYH+YAwCuvwO7dXJaYoL7ea/scHc2u/eeCJXcLi7OP\nfNeqX+vX617bO+vr4bLEhKrYeuWVaZJPAmioq4O772bbNhgaOgKk8Ef9K1Yovlq4MDvxFxr1w9yS\nfwi4BnhcSnk1StD6ivkAKaUE5GxeVAhxjxCiUwjRefToUc99ptzjl3709Jtg6afWeeQRdu9O8w/P\nlMHnPkcjbr+fSVTi90AqBT/9KXR0eGyf5o8hm/QD1vdvYXE2UKyvP5fkY2r9GXtnRwf89KccSKXo\nhcyc3iiOvfNzn+Mfnilj9+40ytsPioeCJR9/5J+N62aDuST/PqBPSvmvzu3nUJvBB1rOcf7VZ0Tv\nAyuN58edYx5IKb8rpWyRUrbU1dXN6gOZ0k80qpIptbXKVqVOucaAD5T0s24dq/B6/o/jSD9vvgnd\n3ZnEr/6j6L4eZp8PfRyKa/hmYWFRGIoNnIICN/+AdlA8kEn0dnfDm2/Sj9vHBxSfrAJYt07xDB+g\neEcNbamtDVNX57V4llru0Zgz8pdS9gOHhBCXO4duAfYBLwGfcY59BnjRuf4S8LuO66cVOGHIQ3lh\nijLKmMqa+NXSj47+Ewkd/S9DbQDjwBG2boUDiZtZ1trKWt979ADDXV2wYwdLkgcyp2Zm4nd01JsA\nhvycPzb6t7A488hnHer1ayZ4zXWeTruS8pLkAdixg+GuLnp8r7MWWNbayoHEzaqwlCMo3qkBlmU4\nSUf9WvLJlug1+W62mGu3zx8Afy+EeAdoBv478BCwXgixH1jn3Ab4EUpW7wG+B/x+qT+MKf3oRm8N\nDbBypaqo04nf9947xpYtwL33cmUk4tH+DwLvArzwArS3c/nlZFo++E8FdXRgjn0sZsg72A3AwmI2\nKHatmXKPXsfmOFd9TLdyuPxyoL0dXniBd3EaQzpIAFdGInDvvWzZAu+9dww30VvLypULaGhwG7mZ\nks9cYE7JX0rZ5Ug0V0op75BSDkkpj0kpb5FSrpFSrpNSHnceK6WUX5RSfkhKeYWUsrOQ95xpF/RL\nP0uX6n4/UVTC5TQwqLrr3XorrF/v8fxPokxZ/ek0dHWxvPqkp+grqOgjCIU6fywsLOYO+Th8/EWd\nnu6d1Sehq4v+dJrDuFo/OA6f9evh1lud7p2DKL6JAFHq6xUfzUbyOVcTvmcc+nRoNtLPypUq+o9E\nalGnXuXAIK++Ci91LIP77uNKvINeDgDdAFu3Qns7TU3qtXS/H3/DNzMBHNTzx4R1B1lYlAbFriV/\nktdcz2bP/nBYrf+mJlTUv3Ur3TjuQAdR4EqA++7jpY5lvPoqKPIvR1X01joqxOwkH/PYbDGvyN/8\nQvRtP0IhdYqmvbja9bNmDSjXaSWQIp1+jy1b4N3Ex1l2001chuv7T6K0qYH9+2HHDsr3vkUiof5g\nOvofG8vd7ROK6wVkNwALi+woZA3lWo/+DUCv73RarftEAsr3vgU7djCwfz89uH18QqhWDstuuol3\nEx9nyxZIp99D2TsrgeWsWYPH5ROJKJ4KivxNXjuXNf+zAv8mYCJbp8+GBgiHl6Gsn6ArfjdvBr70\nJa4BT9VvHyp7zQsvwI4dNDWp075w2Ov7N73/uaJ/uwFYWJQGxRC/Rrao31zT6bRa7/X1TtS/Ywe8\n8AL78Pr6G1A2R770JTZvxlfRGyMcXkZDA7Pq4FkM6buvMY+Q7QvxbwT+DUA3fPNq/ylGRo6phksb\nNlBfX68sWgYOAyedIe/lfW7Vr3/Obz7Rv4WFxdnHTFG/eVv7+mMxKO87AJ2dnPQNZwdl7ayvr4cN\nG2hvh5GRY7hFXUrr1w3cchF/UECbK9CdCfOK/DX0JpBN+wdvxW99vTrlamiA6upa3KKvX7FrV5rv\nPlEGf/IntOBM3XHQC+wFePbZTPS/dKn6442PT4/8bfRvYTG3mMuo34z8x8fVOl+61Ij6n32WveDp\n3nkR0ALwJ3/Cd58oY9euNPAr595aqquV1p9IuC6foIreIHtnMR091WvOI+T7hehdddEi9WVrf25D\ng9OMiRWoXXkI2K9sn1/6EuX33quSNg4mUInfvQAvvEBN3z4SCfV6uup3dNTb8S9oA8j1g7XkbmFR\nOsy01nIR/8iIG8yFw2qdJxJQ07cPXniBvSg+mDBe80qg/N574UtfUjzCfhSvRIAVNDYq3tH1QtGo\nq/XnY/G0mr+DbMUPufr9aPnHHPCuukxXoWxYatDLj7aVwR130AAsMV5jAEff270b3n47U6ARCk3v\n9x/UBEqjGOun3SAsLIpbO7nkHr0JmP36QyG3UJS334bdu+nD28BtCU6e8I47+NG2MmNgy2mgCiFq\npw1oz0X6Jp/lUjXyxbwif5ge/c/U7yco8Xv55aCqfhehtP/32LwZ9sU/Tuz222nCbQQ9iir66kkm\n4cUXWT52gMZGN/rXPxwzarDyj4VFaTHXSV5zXoeO+hsbYfnYAXjxRXqSSd7FbdscQfXrj91+O/vi\nH2fzZhgZ0Q6fRcAyLr+cvBK9ufjM+vwdmMSfb/RvJn219r9mDai2Q7rnz2FeeAEeewx44AGuA0/b\nh+Mo6Wfq2Wdh61ZWhQ4708LU/aOjyhpm/oCCJn6ZP0Z7BmBhkR+KXSs6mtfXzfWpA7exMbWOQa3r\nRAJWhQ7D1q1MOVq/2cNnLXAdwAMP8NhjyhSoLCKqh48QKzL2TrOiN9vAllxRv5V9cL8I/5eRK/rX\n/5rzfS++2GnORBQ1TzNFOt3H66/DB5dcR1VrKw14+/1nBr13dsLevcTj6jXNpm9BA1/A2/dnpopg\nCwuL2SOfdeUfyh5Uqa+5Ih4H9u6Fzs5pg9lDKLmnqrWVDy65jtdfh3S6DxX1h4Eo8bjiGXNOr8lH\nGrm6d2qus7IP3kle/ox4th3SrPo1o3+V+L0Id9xAH3v2HOPRR4EHHmBtIuGJ/gdwEr9PPQXPPcfq\nyOFM8hdcyWem5C/Y4i8Li3xRimKumZK8WvoBN8m7OnIYnnsOnnqKvXi1/rXA2kQCHniARx+FPXuO\n4Tr/lwMX0dgY7PDJVtTl5zHNcfr+QjCvyN//hWT7coK0f9P5o0ewXXppGOX8qUS1Xf0VW7bAWyt+\nC77+da5DCUMa7wJdoDaAbdtobibT8z+dduUfvRGYJeL5Rvx2A7CwUCiFzm8e18Sv16W5XnX/nngc\nmptRlVpPPUUXTqNHBzU4cs/Xv85bK37Lcfj8CsUflcAKLr00nBkFm8vhExTp6+P+QLcQzCvyB/dU\nyLydD8yeP/oMIB6H6upKXIof5tChYVWhd+edxOvrPU3fRlFd/PpSKejooGb0cKbtg57Baf64zGgD\ngqP/QmE3AIv5jFKtDx3162P6LNxcp+B2A04koGb0MHR00JdKcRDvbN44EK+vhzvvZNs2OHRoGNW5\nE6CG6upK4nGvzp9rUpcffm6zCV8H5ulQUFJkpoZvixapP4Ym/sZGLf/EUbv2aaCHzZvhW09UwJ//\nOa2ovh0a3cA7oPpCbN3K6qoBT/JX9wXR7h89DMLf9tlEoVXBdgOwmI8o9Pefy92j158uztRJXk3+\nOsm7umpANXTcvJl3cBo8OrgMaAX48z/nW09UqNYw9KB4oxKIZzhFbwBVVbmj/qCirmw8N1vMK/I3\nE77mF+T/AnP5/rXnPx6HD31IVe/V1dWgtDpV+LV//xGeeAIOrvssq9av5zqgwnmNk6ieP13pNGzZ\nAi+8QEsLnrbP5umk/oEFnQGYx+wGYGFRPPHrNRUU8evALEjuqa+HlhaUbWfLFrrSafah1juo9X8d\nsGr9eg6u+yxPPAH79x/BLehaTl1dDU1Nilfica+3PwhBvGVymk34GgjaEXNZPbP5/isr3QKOhgan\nfJs4btO3X7FnzwDf/Cbw4IM0tLZ6Kn9HUdH/4K5d8MwzVHS9kWn8poe+BLV+MJPA+cBuABYXEkoV\n8ZvHg9afXpuTk+5A9qYmqOh6A555hsFdu3gHr9xzJdDQ2goPPsg3vwl79gzgtnGIAXGamsi0cojF\nFM/M5OvXMHnMRv4BME+LghIiM7V7BnfaVyQCtbVu8VddXRj1R4ygZ/3u3AkHYtfBxo00omqCNQ6j\n+nlPvfYadHTQ0KCsXTr6D/rh+W1nM7l/LCws8keQzq+PB61FHfVffLEibTo6mHrtNQ7gtXZW4Qxl\n37iRA7Hr2LkT3Nm8ESBGXV04U8xVW+s2gJypmhe8c0qycVwhmFfkn21XDNLLNIJ8//6q38ZGtfPX\n1i7Fjf4H2LNngIcfhsO//UUS69ertq0OUqjo/y2AzZsp2/Fjrr1Wvd6iRW7b52RyuvsnSP+38o/F\nhYxSyD0wXef3u3uSSbdd86JFar1eey2U7fgxbN7MW6h1nTLe4xogsX49h3/7izz8sI76tfkzRm3t\nUpqaXK3frOaF3L5+f94yl7oxW8zRdMizg1zWzmzJX/+pk/5DaNcPqNO0pib1g9m16xJU9n4YOMDm\nzcsIh+FbDz3Ex7Zvpw93go929tbv2UN8yxbK0mmar/4tRkbggw/Ujy4Ucj3E5lmH/0es3UKg7jN/\nMGYBSi7k+zgLi3MFxQQ3M/n5zZ49pgw7Pq6If/lyZesse+Wf4Yc/pG/PHrrw9upfDXwM4KGHeOgh\nZ/5HhgFqgEtoalL84a/mzTfJG7QBBD1ntpiXkb+G3wM7m9Mjf79/7QCqrY2gWj4r+SeV6mP7dtgX\nuYbQpz41rfGbln/Yvh1ef52LIsczHfx0508ddcyk+xfb/sHC4kLBTOvDL/WY60/37lmxAi6KHIfX\nX4ft26fJPbpxW+hTn2Jf5Bq2b4dUqg9X7qmltjYyzdqZz2xeE34O88vXVvPH/WJyZcRz7aoaekeu\nqnKtn7rqt7kZVPJXV/7+iu7uIzz0EPDII9wQjar+3Q6mUKeJ+/r74fHHM+4fc+yjjjqGhoITUNn8\n/1YCspjPKEWCV2v3OuoPWl9DQ+4aNMcyZtw9jz/Ovv5+3gFP+NgC3BCNwiOP8NBD0N19BDfJuxyI\n09yMp5pXc0oxUb9f+rGaP/i+juzav1/3z9X2wbR+aufPmjUR1AZQi9rlD/DUU6f59gsXwaOPckM0\nSpPxWoMo7X9vMgmbN1PR8RNaW139X2uOY2NuDsBf/TsXG4DdBCzORczmtzkT8Wv42zdoP38y6dqt\ntdwTj0NrK1R0/AQ2b2ZvMslbqHWs0YRD/I8+yrdfuIinnjqNOscfQ/FCnDVrIhmHj9/ame9s3pm0\nfhv5G8gV+ft3yFzJX3DJP6jzZ12dln/KUemfg7z8MrBxI3z+8zTitn0GMrmAiV27oL2d8u53Mj8I\ns/Wzv5mUeYHpBWBBsKRucSEgn995kM4/Oeltsuhv1RyPQ3n3O9DezsSuXRzAq/NHcNw9n/88bNyo\n1j0HUTxQDtRSVxcJ7NgZJPlkS/Kax3JF/oVi3pH/TJF/UPSfj/wTi6k/pC78UvLPKtQGsADoY9u2\nMb76tTImHvwLmq69lmtwi79SqMZv/wZK/tmyhSvjx2loUK8PXo9xUA7g9On8CsCyHQuC3SgsziWU\nKsFrFnKZEb/fy6/XGah12NAAV8aPqwLNxx/n31DrVrt7KlDunqZrr2Xiwb/gq18rY9u2MdT2sADF\nB6tobiZT0FVf7zp8ZpJ79DF/1J+LzwrFvPJ9BEX2Qfflsn764e/6uWKFbvkA/f0L2LMn7jxyENjH\npk3XkkrBX2zaxLqPfIRyYKfziAmU/BPt76fpO9+BSy6h9d4vkkxCf78r+Zg/bL0xhELqR2r+cPQZ\nQyg03QEEwceCYF1AFmcbswlCinH2aMJPJl1bJ7hn9a2twONPw3e+w96REd7CO5bxOhx3z6ZNPPAA\nPPEEqJr+CXQx1xVXLMhYO7W5I1fXThN+B2I2eToX1+WLeRX556P5m19SPslfcPv+VFa6Pf/jcSX/\nhMNLgaWo070xhoaOsG0b7Ku6jrJPf5omoN54reMo+ad3ZARefZWyrrdoaJg++jGfyt+ZegDNFvYs\nwOJsoNS/26B1kW09mSMZGxqgrOstePVVekdGOIB3QEs9Susv+/Sn2Vd1Hdu2wdDQEZTOXw4sJRxe\nSiLh+vmjUcUbun+PiZmSvPq+udL851Wsl2/kr+8LiviDjvvbPtc7bN7UBIOD8PbbcVIpfep3gD17\nTvO1r8X5x83fIRaN0vbYY2zFPXXURSLR558nGo9z2ZdjRJpXMT4O77+vEk/6ffUPecECN/rXxSEL\nFrj3m0NjCqkBMB9vzwAszhRKFfHr63o9BBVyaUed9vWPj6uzZ+3nX8VB2LSZ5PPP8294WzVHgDYg\n9gd/AA89xNfuhj17+lDuntPACiKROFdfPd3Tn2sgexBxB0X9/seWIvKfV8s8VwI3KInit1EFHdMw\ni79iMUW8+scEsHv3JagIYBB4j2efjfHVxgoe+Oa3aHrzTQY6OuhClYZNok4Ua4CPP/YYZcuXs+r2\n2xm94kpOnVKno7oATCei9PsvWqT+NTcA8JJ2MRLQbB9rYVEoSk38Gn7i17q+2UhRO3uiUbjiCliV\nfAdefpmpxx6jA7U+NWqAZqCptZWJb36LBx+EZ59NAe8B4yi55xKuvhquukrJPRdfrNo4BOn8EJzk\nzcU//ueYOOcifyHE5cAPjUOrga8Cf+ccT6AmH/6OlHJICCGAR4HfRDXLu1tK+dZs3jPoCzPvM5GN\n+M1/zdczWz8sXqxuj43Bhz+sjg8NRejujqN+DGPAHjZtupbRUfirJ5/k5tZWKkZG+DGuV7gL1Rek\nbdMmOHaMtV/+MiOXX0RvrzoDCJJ6zJ4k2o1kwm4AFucD5jLiN+fvmoldM6emI/5EAtZGD8M3N8PT\nT/MGzkAmB2XADUBrdTU8+SRf+Yqu4t2DWuu6VXOEq65SfKB6gc3cuC0b7/hrkzRycds5pflLKX8h\npWyWUjYD/weK0J8HvgK8KqVcA7zq3Aa4DVjjXO4BHp/tewYVP2TTyLIlVczX8kP/EXULhmhU/YBW\nrtT6/zJUtn8RMMzQUB9bt8IbybXwhS/QjNrxNFIo/b+vvx9eeQXa2/nwh9Xr6URvtqZT5iXbDOBi\nXECzfayFRb6Y64jfn+QNyptVVal19uEPA+3t8Mor9PX3cwBv354EKurnC1/gjeRatm6FoaE+1Dn8\nIqCWcHgZiYR6veXLXT+/PmMvRO7JxVlB3FYIzlRsdwvwSynlr4QQnwRudI7/AGWG+TPgk8DfSSkl\n0CGEiAohVkgpj+T7JsVE/ub1mU6/9G4ei7lugdFROHFCyz/K+gnvsX9/mq997VKeeeYvWFJfz81/\n/MeM4rZ9OoCyjzV1d9O4aRM10Sg33HgjqVQ53d3eU1cIHvRsRv+mAwhKcwZgvpeFRaGYbTCRL/EH\nNWubnPRG/Po4qPXS0AA3tEzAzp2waRPd3d3sxe3KA7AMuBmI/OVfcvzu+/naXbB//3u4rv9lQJyW\nFrj6amXrXLnSa+v0YzZyz1xH/mdqSd8FPO1cX24Qej9un4SLgUPGc/qcY3mTP2TX+f3JkiCr52zk\nH3D1f1BJpKEhGBysZP/+1aj4YRD4Fdu31/DlLy/ly1++n7Xd3Xzse9+jE6V5gfIRjwIVu3axatMm\n6O+n7a7fZXIS+vrc01Xw/vgXLnSv++Uf87Nm2wD8/59csDKQRTEoxRnnbJK7Ondmds0Ft4irrQ14\n5hl47jkO7tpFB+56BBXxtwDxz3+efbfezze/DNu3H8NN8MaA1axZE87o/H7in63cY96nkW8wWwjm\n3OophCgHPgE867/PifLlLF/vHiFEpxCi8+jRo5778j1NMh9rPjcIueQfXQCm7Z8rV+rdP4xr/5xA\nFYA5WuF999FUXc1avDvvQdRIuKmXX4Zt2yjf+1bGMaBnAPhb0JpVwGYhmMZMEtBsYWUgi0JQ6t9e\ntuSuv3rXbJFuTuRKJKB871uwbRtTL79MN2r9aYSAtUBTdTXcdx+bN6t57SoenUDbOleuDHuifX+3\nznzlHv9xk5vylbELwZnw+d8GvCWl/MC5/YEQYgWA869WQN4HVhrPizvHPJBSfldK2SKlbKmrq/Pc\np4k9l7fffKx/t822G5uvrWG2ftD2z8ZGdfrX0gLV1XFgBSohNMiRI7/gkUfg2+1XwpYtXHfFFdxg\nvN4UqgCsHUg+rYpMLpvcN60HkJaXhoa8UU3QHICgSmD/QizkVNxuAhb5oJDfStDvM6hyN0jqMXvy\nDw2pdaLPmM2ePZdN7oPvfIfk00/Tjlp35uq+Abjuiitgyxa+3X4ljzwCR478AnUmXwmsoLralXsa\nG11b52xaOGRTF0xuMhEU2PpfezY4Eyfy/xeu5APwEvAZ4CHn3xeN4/cJIZ4BPgKcmI3eD7O3eup/\n/TttPvKPhqn/6w6dkYj6Ae7c2YCUYVRc0Uc6neLBB68i/p1P8IlnGrj513+dUadpFCihqBOVSrr5\ne9+joqqKJRs28JGP3JyRgPQGAN4o35SA9Mak6wBmygMUouvbXIBFNhQSHMxG34fprh5T6jEdPum0\nO5HvIx+BJV0/ga1bOfm979GO8vKbCd5rgJujUXjmGV7qWcuDD0I6/b9RxF8OxBHiElpaVG1AIqFs\nnfno/LncPf7H6scHvY7/2DkZ+QshKoH1wP80Dj8ErBdC7AfWObcBfoTKt/QA3wN+f7bvF3Q6lE0C\nguDTq5ncP+Z95undwoVQXe32/W9ocEa/sRzlFAYY4siRI2zZAv8yuBb+6I9oRqWNNIadL2AfwPPP\nw7ZtLD91kETCLRjREpDZ/TOoEZzeHIKawRXrBCrmORbzF3NB/Bp+jd+8mFKPPhvW07j0PO7lpw4q\n/eb559mHWmfDxusvw3H2/NEf8S+Da9myBY4c0UPYQa3j5Zm1rfv0V1d72zdk0/n98AeW+nHZJJ9c\n3FYI5jRuk1KOocRv89gxlPvH/1gJfLHY98wn4asfl+0Lz3YWEPRFm8VX0agbVevIIxKJsGfPpSit\nUFH7s89W0tdXw+bNX+Wy/n5ufvxxOlE/RoAk0AGEenu58uGHKYtEuOYLXwBUDYA+AzAXiC7+Mj9T\nUBLYvL9YJ1Axz7GYf5jriF8HM0GuHl0YqaUecwxjSwusCh2G7zzB1MMP8w5qfSWN92xAJXhX3Xsv\n7971Vb5yN+zerUOx0yjiv5Qrroh4JnNprT+fKt583IT5JHv9jysU82rJ5pM1D9qJ/Y/LdZqmH28+\n319spdswjI+rU8HR0Rree+8SlHFJNYDbvTvOH/5hnL//+2/TODhI7NlneQk38TSI+oEeB27+xjcA\nuOYLXyAWuwiYLgGdOqX+nZz0fhb/BpCvFVT/P/KFlYEuXJTyjHEmKycEV+5qO2cg8ff/G2zdCt/4\nBjtRUo/Zm38VcCsQ+9SnOP7gt/nD/wS7d/fhJnhjwAouvbSG1lZl6mhomHk610w6P+R29/i5KhdP\nFYJ5t1T9X0TQF5ftOUGJl3z1f70BTE66drLJSfUjVD/SZRw5EkFFEaoFxLZt5dx33zK2PPOPxK76\nc2594AG24o6K60dFJ2XAjd/4BoRCrLr1Vmi5DlB9hfQZRi5nTy5C1i0kgh5X6FnATO9pMT9QqORX\niL7vL9wy2zH77Zxa488Q/yOPwNNPsxPVUt3U+C/CIf4HH2TqP/8X7tsI27YN4G3dcCkrViji1xG/\nOZwlF/HPpPPnQ+DZNoFCSd993XmEIF1/JmtUUB5AHw/alYP+cCbM4S+xmFtC3tAAdXU1/3975x9e\nxXnd+c+LfnANkpCEAAnLWFaErVLAsis7wsFex7+WtCR1+zhbssUtu3X6xKnbOKndh27Z1tnQlibe\nzQ97A1u7G3YhNS3e2olJTYIdu4EGxSi2bBEijAqKkY0AATLC+BoJZv84czSvRjNz50pXSMB8n+c+\nd+78fO+9M99z3u8573kRFewy5Mbq4plnYN064OGHmX3zzcOqgKYRT2UPwNNPw5YtzMl/Z7DLqcXf\n/HXK7VS3sNHAkNsRwbk4LsGFgbEmfkUQ8et97Z/3wq7QWVPjSj1btsBTT7GH4cFdrdI5++ab4eGH\nWbdOwmzi8b+PPKfTmTGjhLo6N24wywvu6rPuRxDx29uCvHY/D+m2qAyfoGOywUXln0V1p/w/kP7o\nQfvZP3aY1BOl/2v658CAZNzoDVxaCi+/fCV9ff2I999DOv06jzxyLe3thXzj2We56fbbqWxtZSte\nDuw7SAoobW3Ma2sD4Pr77uPyy+fwk5+IBKQPgy37KNnruqAbdaxkoNEcl2DiItfOQFyPP2giFv/I\n3eJi8cg//GE3uLvuySFSjz35+kzgLqC2oQGefZY/eqiQTZsgndbMnhKgguLiK2lqknRO9frLyrKb\nkhGCY4m6HHZcJrUikX18iCv7ROlsQQYkqNsW9AcEFYDTm7ioSG7Ul1+uo79/KpLc1MPRo2089thc\nUrRAhOQAACAASURBVKlyvvy971G7ejV3rV3LVjxt8h3gR4gUdOuXvsSkdJpZS5awePFtNDd7k8HY\n9UuC5vzVmzWoJIRuj5KBgtZnQmIELnycD9KHoYFdu9dqa/wnTkhRRVvutCdjKW/9oQzg+spXAqWe\nClziv/9+WLWKP1lTzmOPpYF9eLn8V1JQUEVTk8hHNTU6fWu8gm36eaQ6fxByLftcVI9jkBXNRlPz\n7xdH/w+Cv/yy3pgDAxIs6u6G3burcJyTSBD4GJDHpk3zaGqazW+uXEndSy+xsL2dN/AMQLf7Xg40\nbN4MAwOUV1ZSVzdvMMhs5z5r1pHtzduxCRsFBcO/R5jmP9LsnsQIXHgYjXwXh/ht+AO7eh/7yV/T\nOnW/VMqbXKm8e49IPc88wxsMl3oqgIVAXX09rFzJPzXPZtMmEEdMnkOowJgq6uvledWUTv/ELFH3\ncSadfzQZPkGqw0gMwUX1GEZJPVE/ll93CzpfVOAmKgAMngSkpHv2rKzbvr0OCQAfAg5x8CA89NA8\nWpbN4a++9z1u+bVfY3Z7Oz/Ak4C6EQlooLOTeV/9KlNOneLqz3yGmluvJz8fOjrkIenr87wmbUdR\n0fDBYGGwZaCgfUdD5IkRmPg4H6QfJ7Crg7f8GT06EYvOu7t4sVuyYd06Tj/xBHuQbDk7q0elnrr6\nevje9/gv6+awaRMcPLgHr4RYFVDH4sXeiP26OnleNaVzpAHebMk7rBeQC+KHi4z8ITxVKo7sE6b/\n2+RuB1yyMQDgkb/q/wMDeezcORcxAL3AIQ4cgL/+62uAWv7q+9+nbs0aJq1dyw/wPP8exAB0A4uf\neILSU6coXLKE25YtI5Uq5OBBOHzYmxFMNVE1BHYcwO4J6A3tl4H02Fz2AvRY+xoJxh+jDdSPVOax\n0zhtjd+fzjkw4E3EouXUb2o8I0Xatm4dLNnQwdA8/kosqWflSv7Lujn89V+fBfYixF8IlAJzWbQo\nj6YmL1GjslKMTKaUziCiz5b4x1rnt3FRPXZxvPtMxwUFanR9pj8w7I/z9wI0DbSuDrq7CzhwYLa7\n5xGk67mXTZvm0dg4h99ctYranTtZ2NpKL14Xthfp0pYAi596ikmnTkFlJfOb7iIvzxvxqx6SXRXU\nvnltCUjjE+DJQJmCwVHr4yIxAuOPXGRnjUbf90s9QeSvGT0FBfIc1dS49fhffhmefppzzz03KPXY\nI3dnI1k9tQ0NsGqVJfXsRZ43EOKfzVVXFQyO3tV0zjDStxHEL0GOY5BcHFf2sbcnsk8GxNHyo46x\nj4uj/2cKAGsamn72MJ0DB6a6y0fQHsCDD86jedlsvvzii9x0990Ubt/OG3gDwU4CP0YMQv1zzzGn\nt5eSB3r58OLFFBfPpq1NegA6ClK9fa13MjDgFX/zzxGgCMoGCtrPH1QeCXJxjgTxMZaEH7QtUzaP\nOiuq6Wtg187oUY9/wQJ3Bq6tO+Dxx3lr+3bakSJttsavA7hm33wzPPssf7KmPEDqmQnM5aqrUixe\nLAHe+np5VuOWaNbPcXT+uKmZUbGBXOCiesSySfX0H5dpvyCSjzIA9h9nE2tpqSz70y4rKlLs2jXX\n/SQS0MGD8JWv1JJOl/ONF16g8e67qXn+ebbilYJII9rmO0DT9u3UHz0KH/sY81asoGjRQlpbZTCY\nnQmkcQftyp4967UnSAaykckIZNoWF4khGBvkavxFLkgfhss8/qkX7cCulk5vaHDn3H10PTz/PO3t\n7TQjTpH99NbhDeDi4Yf5o4cK3aye/filnhtuSFFf7xF/dbVXrt1+NhQjJf4gxFUl/MckqZ4WgnLx\no/YNQqYuWZzAThA0hVLnAAC5kaurhZgBenpSPgnoCHCWTZsWUF9fyGcfeYSKoiIaN2/mJF4Q+Bwy\nEUURUNTeTnVvL0yfzpx7S0nXz6Gjw/P+NQ4QRqiplJcppAirDgrRks9o5SD7PFFtTpAZuSL9TOfK\nNqgbRvz23BUa2K2sFKl0Dm/Bc8/BU0/R1d3NboZOxALiyzciJRvO/emfsW4drtSzj+FSjxC/yj3q\n7QfNmheEbAO8URxjIxsJKJF9XMSxiGHefqZgTCZLnykADMGDrbRHIBJQCZJyJgbg6NHX+eM/vpbe\n/3ojn1n3j9RXfJYpa9fSCtgz3O9GJkqu7e7mplWrmHT4MFevWEHdkutpbpZMIC2ApRKQelY6CMxO\nZbMHi41nL8B/rlyd72JHLgk/0/my8fb9Mo8t7dgDt7RGT2mpEHNTE0xqfRUeX8+5xx7jx4gPv9/X\nluuR6pxz7r+f46u/yQPLZeSuN4ArD8nqmctVVxUMSj2aLmqP4A1K6Yyb2RMntdOPuCSei8DvRfcI\nhWX1jDSQEnT+sTAA2hsAqKwsYOfOa5CbtAc4TDr9KqtWXc/27fD1r3+TqysrmfPVr1LU28uPAX32\n9iMS0Cmg6bHHKO3qYtLtt3PTpz5FUVE5XV0yIjgoHbSoyJOE8vKGZgT5EZYRZH+2kWvv3U82iTHI\nPdnHOW8Y6cPwgK4/hfPs2eESj+3tl5V5gdeF1cdh7VPw4ov0PvMMzUArQ/X9fGQilttKS+Hzn+fN\nZX/O535ba/V04Q3gqgDqWLQoj7q6YI1/tMTv3z8K2XCPvX/c84fhon5kgn6YoB8w20ygbAyAf38I\nvqlsY1BZCfn5eezYcQ2OU4LMG9qD4zSzdWs1K1ZUs2bNn3PLPfdw27JlFLW1sQev66txgJPAjc88\nQ80LL8AvfsHC5cupv2Mhzc3Q2Tm0F6CemAaA7ZRQ7QUEtXukRiBs+0hxKRqDsSL7OOfORPoQnLfv\nl3n6+oaO1rW9/Zoa8fYL29+ANRth3To6+/p4BbfWlYUaZOrFGxcsgE2b+FHPPLcscxdekbYS4EqM\nqWLxYgZnybM1/kw1e0b63GdjBOzrRa0fLS6qRyToRwr68aPSMqOygKLSPoOOyxT08Y8D0IJU+fne\n5NPt7VX0978H9APvAV3s3FnC44+X0Lt8Hp9YvZobly9nSl8fp/HiACApbyngVF8f8zdsgKIiChf3\n0Nh0GwCHDg0dD6DpoDD0YVZ5KGx+AAiPB+j3DMJYavkXq0Q0loQf5/xB24MkHl0fRvwafwoi/lmz\noKpKPPLCHT+EHTtgwwZ29/WxH7mvbai+P7+4GFav5rsdMhGL1OPvwivSVkFBgYzcra/3qnPaGn9Y\nTzeTNz8SrT/qfPbxYcHl0eIieiyGw/8DZfuD2T+y/UcGyTphmUBxJSD7htNAU16e9AKam+vo6ytA\nbuT3gNfZvLmOHTuq6Fr1CT67YwfzH3+c0iee4IdID+AcIgW96n7u7e7mxr/4CwpvvpkpKzq55e67\neaeunNZWrzCc3QtIpeRzcbHnCWXqBfgRpydgb4/aZzQII7SJbBTGmuSzvVZcT1+3xfH2/dp+UZGQ\ncUMDzE4dh03Pwvr1nNm+nVeQe/m41YZJiMd/G1D96U/DAw/wzR0LWb1aZ+DqwKvHP32wSNuHPjR0\n5K5OyBKUzinXyez0ZUP82ZB3mPOaC0zg2z+3CPrBgn7YbLpUQQRvnydKJlL400A1G0hvwqoqIdvm\n5is5erQQ8e17gL0cO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/kX2LWLk62tvIl4+vuRulF+lCNxohuBoqYmWLWKV6t+ja1fE4ln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\n/w8czv6T27JkiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3c1898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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B8X1Xei/G94F6RybOOvX0RfqjUHv6lwLTrLVNAMaYO4BPgV9GqjAR6VstdU0A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\nFeJP9Fn/3APB/bkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e6e19b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Plot wavefield and source/rec position\n",
    "plt.figure()\n",
    "plt.imshow(ref_u.data[1,:,:], vmin=-1., vmax=1., cmap=\"seismic\")\n",
    "plt.plot(2*sx+40, 2*sz+40, 'r*', markersize=11, label='source') # plot position of the source in model, add nbl for correct position\n",
    "plt.plot(2*rx+40, 2*rz+40, 'k^', markersize=8, label='receiver')  # plot position of the receiver in model, add nbl for correct position\n",
    "plt.legend()\n",
    "plt.xlabel('x position (m)')\n",
    "plt.ylabel('z position (m)')\n",
    "plt.savefig('wavefieldperf.pdf')\n",
    "\n",
    "# Plot trace\n",
    "plt.figure()\n",
    "plt.plot(time, ref_rec.data[:, 0], '-b', label='numerical')\n",
    "plt.plot(time, U_t[:], '--r', label='analytical')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.ylabel('amplitude')\n",
    "plt.legend()\n",
    "plt.savefig('ref.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.00128222243058\n"
     ]
    }
   ],
   "source": [
    "error_time = np.zeros(5)\n",
    "error_time[0] = np.linalg.norm(U_t[:-1] - ref_rec.data[:-1, 0], 2)/np.sqrt(nt)\n",
    "print(error_time[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convergence in time\n",
    "\n",
    "\n",
    "We first show the convergence of the time discretization for a fix high-order spatial discretization (20th order).\n",
    "\n",
    "After we show that the time discretization converges in $O(dt^2)$ and therefore only contains the error in time, we will take the numerical solution for `dt=.1ms` as a reference for the spatial discretization analysis.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GNUCompiler: compiled /var/folders/mx/qs0dn9rx7zn6dz2zvwv7tkk00000gn/T/devito-cjqed58a/7261032ccc57ff87dc245bd04b59bcf3be82b92b.c [0.33 s]\n",
      "=========================================================================================\n",
      "Section section_1<1874,1> with OI=0.62 computed in 0.002 s [0.06 GFlops/s]\n",
      "Section section_2<1874,1> with OI=0.77 computed in 0.084 s [0.00 GFlops/s]\n",
      "Section main<1874,861,861> with OI=2.86 computed in 8.354 s [11.97 GFlops/s, 0.17 GPts/s]\n",
      "=========================================================================================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "error for dt= 0.08 is 0.000850230956588 \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GNUCompiler: compiled /var/folders/mx/qs0dn9rx7zn6dz2zvwv7tkk00000gn/T/devito-cjqed58a/7261032ccc57ff87dc245bd04b59bcf3be82b92b.c [0.72 s]\n",
      "=========================================================================================\n",
      "Section section_1<1999,1> with OI=0.62 computed in 0.002 s [0.05 GFlops/s]\n",
      "Section section_2<1999,1> with OI=0.77 computed in 0.090 s [0.00 GFlops/s]\n",
      "Section main<1999,861,861> with OI=2.86 computed in 9.517 s [11.21 GFlops/s, 0.16 GPts/s]\n",
      "=========================================================================================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "error for dt= 0.075 is 0.000755921837441 \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GNUCompiler: compiled /var/folders/mx/qs0dn9rx7zn6dz2zvwv7tkk00000gn/T/devito-cjqed58a/7261032ccc57ff87dc245bd04b59bcf3be82b92b.c [0.37 s]\n",
      "=========================================================================================\n",
      "Section section_1<2399,1> with OI=0.62 computed in 0.003 s [0.05 GFlops/s]\n",
      "Section section_2<2399,1> with OI=0.77 computed in 0.103 s [0.00 GFlops/s]\n",
      "Section main<2399,861,861> with OI=2.86 computed in 13.471 s [9.51 GFlops/s, 0.13 GPts/s]\n",
      "=========================================================================================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "error for dt= 0.0625 is 0.000542844945677 \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GNUCompiler: compiled /var/folders/mx/qs0dn9rx7zn6dz2zvwv7tkk00000gn/T/devito-cjqed58a/7261032ccc57ff87dc245bd04b59bcf3be82b92b.c [0.71 s]\n",
      "=========================================================================================\n",
      "Section section_1<2999,1> with OI=0.62 computed in 0.003 s [0.05 GFlops/s]\n",
      "Section section_2<2999,1> with OI=0.77 computed in 0.140 s [0.00 GFlops/s]\n",
      "Section main<2999,861,861> with OI=2.86 computed in 13.685 s [11.70 GFlops/s, 0.16 GPts/s]\n",
      "=========================================================================================\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "error for dt= 0.05 is 0.000363658585916 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "dt = [.1, 0.08, .075, 0.0625, .05]\n",
    "nnt = [1501, 1876, 2001, 2401, 3001]\n",
    "\n",
    "for i in range(1, 5):\n",
    "    # Time axis\n",
    "    time = np.linspace(0., 150., nnt[i])\n",
    "    # Source and receiver\n",
    "    src = RickerSource(name='src', grid=model.grid, f0=f0, time=time)\n",
    "    src.coordinates.data[0, :] = np.array(model.domain_size) * .5\n",
    "    src.data[:] = 100.0 * src.data[:] / (.5*c0)**2\n",
    "    # Define receiver geometry (spread across x, just below surface)\n",
    "    rec = Receiver(name='rec', grid=model.grid, ntime=nnt[i], npoint=1)\n",
    "    rec.coordinates.data[:, 0] = 260.\n",
    "    rec.coordinates.data[:, 1] = 260.\n",
    "    solver = AcousticWaveSolver(model, source=src, receiver=rec, time_order=2, space_order=20)\n",
    "    ref_rec1, ref_u1, _ = solver.forward(dt=dt[i])\n",
    "    \n",
    "    time1 = np.linspace(0.0, 3000., 20*(nnt[i]-1) + 1)\n",
    "    U_t1 = analytical(20*(nnt[i]-1) + 1, model, time1, dt=time1[1] - time1[0])\n",
    "    U_t1 = U_t1[0:nnt[i]]\n",
    "    error_time[i] = np.linalg.norm(U_t1[:-1] - ref_rec1.data[:-1, 0], 2)/np.sqrt(nnt[i])\n",
    "    print(\"error for dt= %s is %s \\n\" % (dt[i], error_time[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Kliy5b7xEiRL8/e9/B+CJJ5446LzExET+9a9/HbSSYs2aNcybN49TTjmFvn37Zjp29dVX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XKvXlCrVnr9SZIkSVIJks3Jg4sIN9ibEpYmNyYcixQDv4vj+P+y8kTaL04eSJJUtG3fDs8/H6YM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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c83c6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = [.1, 0.08, .075, 0.0625, .05]\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "theory = [t**2 for t in dt]\n",
    "theory = [error_time[0]*th/theory[0] for th in theory]\n",
    "plt.loglog([t for t in dt], error_time, '-ob', label=('Numerical'), linewidth=4, markersize=10)\n",
    "plt.loglog([t for t in dt], theory, '-^r', label=('Theory (2nd order)'), linewidth=4, markersize=10)\n",
    "for x, y, a in zip([t for t in dt], theory, [('dt = %s ms' % (t)) for t in dt]):\n",
    "            plt.annotate(a, xy=(x, y), xytext=(4, 2),\n",
    "                         textcoords='offset points', size=20,\n",
    "                         horizontalalignment='left', verticalalignment='top')\n",
    "plt.xlabel(\"Time-step $dt$ (ms)\", fontsize=20)\n",
    "plt.ylabel(\"$|| u_{num} - u_{ana}||_2$\", fontsize=20)\n",
    "plt.tick_params(axis='both', which='both', labelsize=20)\n",
    "plt.tight_layout()\n",
    "plt.xlim((0.05, 0.1))\n",
    "plt.legend(fontsize=20, ncol=4, fancybox=True, loc='best')\n",
    "plt.savefig(\"TimeConvergence.pdf\", format='pdf', facecolor='white',\n",
    "            orientation='landscape', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.81745159, -2.47763232])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.polyfit(np.log([t for t in dt]), np.log(error_time), deg=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convergence in space\n",
    "We have a correct refernce solution we can use for space discretization analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting space order 2 with (201, 201) grid points the error is 0.598397364492 for 0.549626 seconds runtime\n",
      "starting space order 2 with (161, 161) grid points the error is 0.928768514866 for 0.432005 seconds runtime\n",
      "starting space order 2 with (101, 101) grid points the error is 1.6639252837 for 0.325349 seconds runtime\n",
      "starting space order 4 with (201, 201) grid points the error is 0.035965613536 for 0.649475 seconds runtime\n",
      "starting space order 4 with (161, 161) grid points the error is 0.0906846693164 for 0.404651 seconds runtime\n",
      "starting space order 4 with (101, 101) grid points the error is 0.533946654328 for 0.234384 seconds runtime\n",
      "starting space order 6 with (201, 201) grid points the error is 0.00363877161591 for 0.661981 seconds runtime\n",
      "starting space order 6 with (161, 161) grid points the error is 0.0136802978641 for 0.4465 seconds runtime\n",
      "starting space order 6 with (101, 101) grid points the error is 0.194683041346 for 0.226194 seconds runtime\n",
      "starting space order 8 with (201, 201) grid points the error is 0.000704455837682 for 0.680788 seconds runtime\n",
      "starting space order 8 with (161, 161) grid points the error is 0.00303256891849 for 0.445353 seconds runtime\n",
      "starting space order 8 with (101, 101) grid points the error is 0.0929970041058 for 0.251205 seconds runtime\n",
      "starting space order 10 with (201, 201) grid points the error is 0.000334591667136 for 0.487278 seconds runtime\n",
      "starting space order 10 with (161, 161) grid points the error is 0.000999726295846 for 0.426763 seconds runtime\n",
      "starting space order 10 with (101, 101) grid points the error is 0.0516523892572 for 0.23192 seconds runtime\n"
     ]
    }
   ],
   "source": [
    "errorl2 = np.zeros((norder, nshapes))\n",
    "timing = np.zeros((norder, nshapes))\n",
    "\n",
    "set_log_level(\"ERROR\")\n",
    "ind_o = -1\n",
    "for spc in orders:\n",
    "    ind_o +=1\n",
    "    ind_spc = -1\n",
    "    for nn, h in shapes:\n",
    "        ind_spc += 1\n",
    "        time = np.linspace(0., 150., nt)\n",
    "        model = ModelBench(vp=c0, origin=(0., 0.), spacing=(h, h), shape=(nn, nn),\n",
    "                           nbl=40, dtype=np.float64)\n",
    "        src = RickerSource(name='src', grid=model.grid, f0=f0, time=time)\n",
    "        src.coordinates.data[0, :] = 200.\n",
    "        src.data[:] = 100. * src.data[:] / (c0*h)**2\n",
    "\n",
    "        # Define receiver geometry\n",
    "        rec = Receiver(name='rec', grid=model.grid, ntime=nt, npoint=1)\n",
    "        rec.coordinates.data[:, 0] = 260.\n",
    "        rec.coordinates.data[:, 1] = 260.\n",
    "        solver = AcousticWaveSolver(model, source=src, receiver=rec, time_order=2, space_order=spc)\n",
    "\n",
    "        loc_rec, loc_u, summary = solver.forward()\n",
    "        # Compare to reference solution\n",
    "        errorl2[ind_o, ind_spc] = np.linalg.norm(loc_rec.data[:] - ref_rec.data[:], np.inf)\n",
    "        timing[ind_o, ind_spc] = summary.timings['main']\n",
    "        print(\"starting space order %s with (%s, %s) grid points the error is %s for %s seconds runtime\" %\n",
    "              (spc, nn, nn, errorl2[ind_o, ind_spc], timing[ind_o, ind_spc]))\n",
    "        \n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Mnj2bKlWqsGLFCqpVq+by+8fHx7N//36Xzx84cOBvaprPmTOH5ORkQkJCGDJkiEvX5I+p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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fb92ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stylel = ('-^k', '-^b', '-^r', '-^g', '-^c')\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "for i in range(0, 5):\n",
    "    plt.loglog(errorl2[i, :], timing[i, :], stylel[i], label=('order %s' % orders[i]), linewidth=4, markersize=10)\n",
    "    for x, y, a in zip(errorl2[i, :], timing[i, :], [('dx = %s m' % (sc)) for sc in dx]):\n",
    "                plt.annotate(a, xy=(x, y), xytext=(4, 2),\n",
    "                             textcoords='offset points', size=20)\n",
    "plt.xlabel(\"$|| u_{num} - u_{ref}||_{inf}$\", fontsize=20)\n",
    "plt.ylabel(\"Runtime (sec)\", fontsize=20)\n",
    "plt.tick_params(axis='both', which='both', labelsize=20)\n",
    "plt.tight_layout()\n",
    "plt.legend(fontsize=20, ncol=3, fancybox=True, loc='lower left')\n",
    "plt.savefig(\"TimeAccuracy.pdf\", format='pdf', facecolor='white',\n",
    "            orientation='landscape', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nnpM2bSrOdOmKCvPG4YgjpGOPNYMtli0zfznnP/hFQ8gN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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fd515c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stylel = ('-^k', '-^b', '-^r', '-^g', '-^c')\n",
    "style2 = ('--k', '--b', '--r', '--g', '--c')\n",
    "\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "for i in range(0, 5):\n",
    "    theory = [k**(orders[i]) for k in dx]\n",
    "    theory = [errorl2[i, 2]*th/theory[2] for th in theory]\n",
    "    plt.loglog([sc for sc in dx], errorl2[i, :], stylel[i], label=('Numerical order %s' % orders[i]),\n",
    "               linewidth=4, markersize=10)\n",
    "    plt.loglog([sc for sc in dx], theory, style2[i], label=('Theory order %s' % orders[i]),\n",
    "               linewidth=4, markersize=10)\n",
    "#     for x, y, a in zip([sc for sc in dx], errorl2[i, :], [('dx = %s m' % (sc)) for sc in dx]):\n",
    "#                 plt.annotate(a, xy=(x, y), xytext=(4, 2),\n",
    "#                              textcoords='offset points', size=20,\n",
    "#                              horizontalalignment='left', verticalalignment='top')\n",
    "plt.xlabel(\"Grid spacing $dx$ (m)\", fontsize=20)\n",
    "plt.ylabel(\"$||u_{num} - u_{ref}||_{inf}$\", fontsize=20)\n",
    "plt.tick_params(axis='both', which='both', labelsize=20)\n",
    "plt.tight_layout()\n",
    "plt.legend(fontsize=20, ncol=4, fancybox=True, loc='lower right')\n",
    "plt.xlim((2.0, 4.0))\n",
    "plt.savefig(\"Convergence.pdf\", format='pdf', facecolor='white',\n",
    "            orientation='landscape', bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
